| Experiment name | Base model | Step | pass_at_1 (%) | pass_at_k (%) | k | Durable metrics link |
| --- | --- | ---: | ---: | ---: | ---: | --- |
| E1 — ctx4k-p4 | Snowball 67B-A2B | 1 | 1.05 | 8.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
| E1 — ctx4k-p4 | Snowball 67B-A2B | 2 | 1.12 | 7.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
| E1 — ctx4k-p4 | Snowball 67B-A2B | 3 | 1.37 | 9.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
| E1 — ctx4k-p4 | Snowball 67B-A2B | 4 | 2.51 | 16.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
| E1 — ctx4k-p4 | Snowball 67B-A2B | 5 | 3.74 | 21.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
| E1 — ctx4k-p8 | Snowball 67B-A2B | 1 | 1.27 | 10.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
| E1 — ctx4k-p8 | Snowball 67B-A2B | 2 | 1.68 | 9.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
| E1 — ctx4k-p8 | Snowball 67B-A2B | 3 | 1.32 | 12.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
| E1 — ctx4k-p8 | Snowball 67B-A2B | 4 | 1.71 | 15.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
| E1 — ctx4k-p8 | Snowball 67B-A2B | 5 | 2.32 | 14.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
| E1 — ctx8k-p4 | Snowball 67B-A2B | 1 | 3.83 | 29.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
| E1 — ctx8k-p4 | Snowball 67B-A2B | 2 | 4.54 | 23.05 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
| E1 — ctx8k-p4 | Snowball 67B-A2B | 3 | 4.54 | 26.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
| E1 — ctx8k-p4 | Snowball 67B-A2B | 4 | 5.76 | 26.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
| E1 — ctx8k-p4 | Snowball 67B-A2B | 5 | 6.15 | 30.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
| E1 — ctx8k-p8 | Snowball 67B-A2B | 1 | 3.61 | 30.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
| E1 — ctx8k-p8 | Snowball 67B-A2B | 2 | 5.79 | 28.12 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
| E1 — ctx8k-p8 | Snowball 67B-A2B | 3 | 5.76 | 34.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
| E1 — ctx8k-p8 | Snowball 67B-A2B | 4 | 5.74 | 27.34 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
| E1 — ctx8k-p8 | Snowball 67B-A2B | 5 | 7.03 | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
| E2 — unregularized control | Snowball 67B-A2B | 1 | 4.03 | 30.86 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 2 | 4.81 | 21.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 3 | 4.91 | 25.78 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 4 | 6.20 | 28.52 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 5 | 7.40 | 35.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 6 | 7.37 | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 7 | 7.86 | 32.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 8 | 7.91 | 36.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 9 | 7.54 | 37.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 10 | 6.45 | 34.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 11 | 7.69 | 35.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 12 | 8.42 | 36.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 13 | 6.49 | 34.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 14 | 6.64 | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 15 | 7.74 | 37.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 16 | 5.76 | 34.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 17 | 9.06 | 35.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 18 | 9.38 | 35.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 19 | 8.86 | 36.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 20 | 8.45 | 43.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — unregularized control | Snowball 67B-A2B | 21 | 8.35 | 39.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/p5syndha) |
| E2 — entropy coefficient 0.01 | Snowball 67B-A2B | 1 | 3.39 | 26.56 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/8k8evn2i) |
| E2 — entropy coefficient 0.01 | Snowball 67B-A2B | 2 | 0.59 | 5.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/8k8evn2i) |
| E2 — entropy coefficient 0.01 | Snowball 67B-A2B | 3 | 0.00 | 0.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/8k8evn2i) |
| E2 — entropy coefficient 0.01 | Snowball 67B-A2B | 4 | 0.00 | 0.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/8k8evn2i) |
| E2 — entropy coefficient 0.003 | Snowball 67B-A2B | 1 | 3.56 | 31.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/0yb3odta) |
| E2 — entropy coefficient 0.003 | Snowball 67B-A2B | 2 | 1.44 | 13.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/0yb3odta) |
| E2 — entropy coefficient 0.003 | Snowball 67B-A2B | 3 | 0.12 | 1.56 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/0yb3odta) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 1 | 3.98 | 30.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 2 | 4.35 | 20.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 3 | 5.25 | 26.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 4 | 5.59 | 27.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 5 | 8.01 | 34.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 6 | 8.62 | 34.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 7 | 7.62 | 36.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 8 | 7.40 | 32.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 9 | 7.10 | 36.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 10 | 7.23 | 35.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 11 | 8.76 | 35.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 12 | 8.15 | 34.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 13 | 7.40 | 33.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 14 | 7.89 | 32.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 15 | 8.45 | 35.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 16 | 6.62 | 32.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 17 | 8.91 | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 18 | 10.35 | 35.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 19 | 7.50 | 33.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E2-KL — KL-anchor arm | Snowball 67B-A2B | 20 | 9.25 | 39.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dsphwnkb) |
| E3 — length-penalty weight 1.0 (pass@1 not separately logged) | Snowball 67B-A2B | 1 | — | 27.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4wvff6up) |
| E3 — length-penalty weight 1.0 (pass@1 not separately logged) | Snowball 67B-A2B | 2 | — | 28.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4wvff6up) |
| E3 — length-penalty weight 1.0 (pass@1 not separately logged) | Snowball 67B-A2B | 3 | — | 20.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4wvff6up) |
| E3b — length-penalty weight 0.25 (pass@1 not separately logged) | Snowball 67B-A2B | 1 | — | 23.05 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/mp23unas) |
| E3b — length-penalty weight 0.25 (pass@1 not separately logged) | Snowball 67B-A2B | 2 | — | 29.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/mp23unas) |
| E3b — length-penalty weight 0.25 (pass@1 not separately logged) | Snowball 67B-A2B | 3 | — | 21.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/mp23unas) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 1 | — | 30.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 2 | — | 25.39 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 3 | — | 26.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 4 | — | 23.44 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 5 | — | 29.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 6 | — | 27.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 7 | — | 28.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 8 | — | 28.52 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 9 | — | 30.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 10 | — | 24.61 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 11 | — | 30.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 12 | — | 28.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 13 | — | 25.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 14 | — | 25.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 15 | — | 26.56 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 16 | — | 23.83 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 17 | — | 29.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 18 | — | 28.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 19 | — | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E3c — truncation-cliff repair (pass@1 not separately logged) | Snowball 67B-A2B | 20 | — | 27.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a57u6yg4) |
| E4 — ctx12k-p4 (OOM before trainer metrics) | Snowball 67B-A2B | — | — | — | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/hgf78rpf) |
| E4 — ctx12k-p8 (OOM before trainer metrics) | Snowball 67B-A2B | — | — | — | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/a7byc2jo) |
| E4 — ctx16k-p8 (OOM before trainer metrics) | Snowball 67B-A2B | — | — | — | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/3vjpldre) |
| E5 — E1 advantage-variance analysis — ctx4k-p4 | Snowball 67B-A2B | 1 | 1.05 | 8.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
| E5 — E1 advantage-variance analysis — ctx4k-p4 | Snowball 67B-A2B | 2 | 1.12 | 7.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
| E5 — E1 advantage-variance analysis — ctx4k-p4 | Snowball 67B-A2B | 3 | 1.37 | 9.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
| E5 — E1 advantage-variance analysis — ctx4k-p4 | Snowball 67B-A2B | 4 | 2.51 | 16.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
| E5 — E1 advantage-variance analysis — ctx4k-p4 | Snowball 67B-A2B | 5 | 3.74 | 21.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vvibt6je) |
| E5 — E1 advantage-variance analysis — ctx4k-p8 | Snowball 67B-A2B | 1 | 1.27 | 10.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
| E5 — E1 advantage-variance analysis — ctx4k-p8 | Snowball 67B-A2B | 2 | 1.68 | 9.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
| E5 — E1 advantage-variance analysis — ctx4k-p8 | Snowball 67B-A2B | 3 | 1.32 | 12.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
| E5 — E1 advantage-variance analysis — ctx4k-p8 | Snowball 67B-A2B | 4 | 1.71 | 15.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
| E5 — E1 advantage-variance analysis — ctx4k-p8 | Snowball 67B-A2B | 5 | 2.32 | 14.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/orv1ehry) |
| E5 — E1 advantage-variance analysis — ctx8k-p4 | Snowball 67B-A2B | 1 | 3.83 | 29.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
| E5 — E1 advantage-variance analysis — ctx8k-p4 | Snowball 67B-A2B | 2 | 4.54 | 23.05 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
| E5 — E1 advantage-variance analysis — ctx8k-p4 | Snowball 67B-A2B | 3 | 4.54 | 26.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
| E5 — E1 advantage-variance analysis — ctx8k-p4 | Snowball 67B-A2B | 4 | 5.76 | 26.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
| E5 — E1 advantage-variance analysis — ctx8k-p4 | Snowball 67B-A2B | 5 | 6.15 | 30.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/y48ktd7k) |
| E5 — E1 advantage-variance analysis — ctx8k-p8 | Snowball 67B-A2B | 1 | 3.61 | 30.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
| E5 — E1 advantage-variance analysis — ctx8k-p8 | Snowball 67B-A2B | 2 | 5.79 | 28.12 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
| E5 — E1 advantage-variance analysis — ctx8k-p8 | Snowball 67B-A2B | 3 | 5.76 | 34.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
| E5 — E1 advantage-variance analysis — ctx8k-p8 | Snowball 67B-A2B | 4 | 5.74 | 27.34 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
| E5 — E1 advantage-variance analysis — ctx8k-p8 | Snowball 67B-A2B | 5 | 7.03 | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sm08z4jr) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 1 | 11.04 | 58.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 2 | 18.60 | 44.92 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 3 | 23.02 | 52.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 4 | 29.37 | 56.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 5 | 25.61 | 50.78 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 6 | 26.78 | 57.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 7 | 28.56 | 58.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 8 | 28.98 | 59.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 9 | 31.45 | 60.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 10 | 34.77 | 66.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 11 | 34.28 | 63.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 12 | 33.84 | 63.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 13 | 36.67 | 64.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 14 | 39.01 | 61.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 15 | 32.93 | 57.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 16 | 33.54 | 56.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 17 | 34.67 | 60.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 18 | 38.62 | 64.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 19 | 35.57 | 59.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH original | Snowball 67B-A2B | 20 | 41.16 | 63.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/nk0ehfrv) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 1 | 11.99 | 62.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 2 | 51.07 | 82.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 3 | 63.06 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 4 | 69.70 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 5 | 69.68 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 6 | 70.95 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 7 | 72.90 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 8 | 73.58 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 9 | 72.53 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 10 | 75.73 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 11 | 78.00 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 12 | 71.95 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 13 | 73.95 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 14 | 73.10 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 15 | 69.63 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 16 | 72.17 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 17 | 74.12 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 18 | 72.36 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 19 | 76.98 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction A | Snowball 67B-A2B | 20 | 74.19 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/6v6unk0u) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 1 | 11.89 | 58.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 2 | 43.21 | 82.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 3 | 57.86 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 4 | 66.50 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 5 | 69.24 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 6 | 73.34 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 7 | 74.54 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 8 | 73.80 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 9 | 74.34 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 10 | 77.95 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 11 | 80.96 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 12 | 73.51 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 13 | 77.22 | 91.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 14 | 74.10 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 15 | 71.24 | 83.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 16 | 73.97 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 17 | 75.32 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 18 | 73.80 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 19 | 78.30 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E6 — RLVR-MATH reproduction B | Snowball 67B-A2B | 20 | 74.88 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/sbfq3gbd) |
| E7 — chat-checkpoint arm | Snowball 67B-A2B | 1 | 3.61 | 32.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns) |
| E7 — chat-checkpoint arm | Snowball 67B-A2B | 2 | 1.27 | 12.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns) |
| E7 — chat-checkpoint arm | Snowball 67B-A2B | 3 | 1.88 | 16.41 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns) |
| E7 — chat-checkpoint arm | Snowball 67B-A2B | 4 | 3.12 | 23.83 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns) |
| E7 — chat-checkpoint arm | Snowball 67B-A2B | 5 | 4.08 | 22.27 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns) |
| E7 — chat-checkpoint arm | Snowball 67B-A2B | 6 | 4.00 | 25.78 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns) |
| E7 — chat-checkpoint arm | Snowball 67B-A2B | 7 | 2.73 | 19.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/g9r5z2ns) |
| E7b — chat checkpoint with E3c reward geometry (pass@1 absent at steps 19–20) | Snowball 67B-A2B | 19 | — | 28.52 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k5tfr3k0) |
| E7b — chat checkpoint with E3c reward geometry (pass@1 absent at steps 19–20) | Snowball 67B-A2B | 20 | — | 30.86 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k5tfr3k0) |
| E7c — sequence-mean weighting arm | Snowball 67B-A2B | 15 | 4.47 | 26.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no) |
| E7c — sequence-mean weighting arm | Snowball 67B-A2B | 16 | 3.49 | 26.56 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no) |
| E7c — sequence-mean weighting arm | Snowball 67B-A2B | 17 | 4.76 | 31.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no) |
| E7c — sequence-mean weighting arm | Snowball 67B-A2B | 18 | 5.00 | 27.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no) |
| E7c — sequence-mean weighting arm | Snowball 67B-A2B | 19 | 4.17 | 29.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no) |
| E7c — sequence-mean weighting arm | Snowball 67B-A2B | 20 | 5.27 | 30.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/uxpty9no) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 1 | 3.86 | 29.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 2 | 4.37 | 21.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 3 | 4.27 | 18.36 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 4 | 4.42 | 21.48 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 5 | 3.91 | 21.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 6 | 4.35 | 23.44 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 7 | 4.79 | 24.22 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 8 | 5.27 | 23.83 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 9 | 5.52 | 28.12 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 10 | 5.32 | 25.39 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 11 | 6.59 | 30.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 12 | 5.47 | 29.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 13 | 5.59 | 27.34 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 14 | 5.25 | 23.83 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 15 | 5.96 | 28.12 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 16 | 4.05 | 22.66 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 17 | 6.35 | 28.52 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 18 | 7.06 | 26.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 19 | 5.47 | 30.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E8 — unforced-thinking template | Snowball 67B-A2B | 20 | 6.74 | 32.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/m4ze9uqb) |
| E9 — FlashAttention ctx12k | Snowball 67B-A2B | 1 | 5.57 | 42.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes) |
| E9 — FlashAttention ctx12k | Snowball 67B-A2B | 2 | 8.11 | 32.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes) |
| E9 — FlashAttention ctx12k | Snowball 67B-A2B | 3 | 8.28 | 34.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes) |
| E9 — FlashAttention ctx12k | Snowball 67B-A2B | 4 | 7.37 | 29.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes) |
| E9 — FlashAttention ctx12k | Snowball 67B-A2B | 5 | 9.13 | 37.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/pki1fqes) |
| E9 — FlashAttention ctx16k | Snowball 67B-A2B | 1 | 6.20 | 44.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d) |
| E9 — FlashAttention ctx16k | Snowball 67B-A2B | 2 | 7.32 | 33.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d) |
| E9 — FlashAttention ctx16k | Snowball 67B-A2B | 3 | 9.20 | 42.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d) |
| E9 — FlashAttention ctx16k | Snowball 67B-A2B | 4 | 9.52 | 39.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d) |
| E9 — FlashAttention ctx16k | Snowball 67B-A2B | 5 | 10.13 | 38.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/evnrk46d) |
| E9b — initial ctx24k probe | Snowball 67B-A2B | 1 | 6.08 | 44.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/z9zpqxfb) |
| E9b — initial ctx24k probe | Snowball 67B-A2B | 2 | 6.25 | 26.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/z9zpqxfb) |
| E9 — repaired ctx24k | Snowball 67B-A2B | 1 | 5.96 | 44.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm) |
| E9 — repaired ctx24k | Snowball 67B-A2B | 2 | 6.86 | 33.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm) |
| E9 — repaired ctx24k | Snowball 67B-A2B | 3 | 6.49 | 31.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm) |
| E9 — repaired ctx24k | Snowball 67B-A2B | 4 | 5.69 | 28.12 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm) |
| E9 — repaired ctx24k | Snowball 67B-A2B | 5 | 7.69 | 34.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/dx8ohbkm) |
| E9 — repaired ctx32k | Snowball 67B-A2B | 1 | 6.40 | 47.66 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj) |
| E9 — repaired ctx32k | Snowball 67B-A2B | 2 | 8.20 | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj) |
| E9 — repaired ctx32k | Snowball 67B-A2B | 3 | 7.71 | 35.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj) |
| E9 — repaired ctx32k | Snowball 67B-A2B | 4 | 8.08 | 32.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj) |
| E9 — repaired ctx32k | Snowball 67B-A2B | 5 | 8.54 | 37.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k36onkdj) |
| E9 — repaired ctx64k | Snowball 67B-A2B | 1 | 6.01 | 45.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/2g2cbj4z) |
| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 1 | 12.84 | 68.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 2 | 45.65 | 80.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 3 | 46.88 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 4 | 57.81 | 91.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 5 | 61.11 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 6 | 68.97 | 92.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 7 | 73.32 | 92.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 8 | 74.83 | 92.58 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
| E10-A — frozen-router AdamW control | Snowball 67B-A2B | 9 | 76.51 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/k1voewjr) |
| E10-B — Muon-H arm | Snowball 67B-A2B | 1 | 12.48 | 66.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/2aasoi9t) |
| E10-B — Muon-H arm | Snowball 67B-A2B | 2 | 52.32 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/2aasoi9t) |
| E10-B — Muon-H arm | Snowball 67B-A2B | 3 | 63.82 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/2aasoi9t) |
| E10-C — EP=8 arm | Snowball 67B-A2B | 1 | 11.38 | 62.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
| E10-C — EP=8 arm | Snowball 67B-A2B | 2 | 34.99 | 79.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
| E10-C — EP=8 arm | Snowball 67B-A2B | 3 | 51.32 | 82.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
| E10-C — EP=8 arm | Snowball 67B-A2B | 4 | 56.10 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
| E10-C — EP=8 arm | Snowball 67B-A2B | 5 | 55.86 | 82.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
| E10-C — EP=8 arm | Snowball 67B-A2B | 6 | 58.59 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
| E10-C — EP=8 arm | Snowball 67B-A2B | 7 | 63.84 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
| E10-C — EP=8 arm | Snowball 67B-A2B | 8 | 67.16 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
| E10-C — EP=8 arm | Snowball 67B-A2B | 9 | 68.73 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/zin9p9an) |
| E10-D — TIS arm | Snowball 67B-A2B | 1 | 12.70 | 64.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/p0zklagj) |
| E10-D — TIS arm | Snowball 67B-A2B | 2 | 39.67 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/p0zklagj) |
| E10-D — TIS arm | Snowball 67B-A2B | 3 | 63.28 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_e10_7786/runs/p0zklagj) |
| E10-E — Muon-H + TIS arm (not launched) | Snowball 67B-A2B | — | — | — | 16 | [Disposition](https://huggingface.co/datasets/penfever/snowball-67b-a2b-math-rl-artifacts/blob/ceb7826b33085c3f3f1ff86538c2e7a39a2dc216/REPORT.md#experiment-index) |
| hero-v1 | Snowball 67B-A2B | 1 | 12.82 | 68.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 2 | 17.09 | 50.39 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 3 | 28.59 | 58.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 4 | 24.05 | 54.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 5 | 24.54 | 54.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 6 | 24.98 | 56.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 7 | 27.83 | 58.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 8 | 30.79 | 60.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 9 | 33.30 | 62.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 10 | 38.72 | 68.36 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 11 | 36.38 | 67.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 12 | 38.70 | 66.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 13 | 40.99 | 69.92 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 14 | 41.41 | 64.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 15 | 36.16 | 60.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 16 | 39.01 | 67.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 17 | 40.33 | 66.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 18 | 42.80 | 67.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 19 | 40.09 | 67.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 20 | 49.46 | 71.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 21 | 43.31 | 67.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 22 | 44.97 | 73.05 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 23 | 43.24 | 69.53 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 24 | 43.85 | 68.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 25 | 48.00 | 71.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 26 | 45.29 | 73.83 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 27 | 45.34 | 68.36 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 28 | 47.92 | 69.92 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v1 | Snowball 67B-A2B | 29 | 44.58 | 68.36 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_7786/runs/z7ks75xe) |
| hero-v2 | Snowball 67B-A2B | 1 | 13.16 | 68.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/9ykvat9w) |
| hero-v2 | Snowball 67B-A2B | 2 | 50.66 | 82.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/9ykvat9w) |
| hero-v2 | Snowball 67B-A2B | 3 | 58.23 | 83.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/9ykvat9w) |
| hero-v2 | Snowball 67B-A2B | 4 | 65.01 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/9ykvat9w) |
| hero-v2 | Snowball 67B-A2B | 5 | 66.82 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz) |
| hero-v2 | Snowball 67B-A2B | 6 | 67.55 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz) |
| hero-v2 | Snowball 67B-A2B | 7 | 68.97 | 90.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz) |
| hero-v2 | Snowball 67B-A2B | 8 | 65.04 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz) |
| hero-v2 | Snowball 67B-A2B | 9 | 65.60 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/ldgqxrqz) |
| hero-v2 | Snowball 67B-A2B | 11 | 72.66 | 93.36 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 12 | 67.36 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 13 | 68.38 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 14 | 66.99 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 15 | 63.94 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 16 | 66.02 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 17 | 67.16 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 18 | 68.68 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 19 | 70.19 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 20 | 69.21 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 21 | 68.09 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 22 | 71.07 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 23 | 69.80 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 24 | 67.77 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 25 | 69.51 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 26 | 70.24 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 27 | 69.78 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 28 | 72.12 | 90.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 29 | 66.28 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 30 | 73.27 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 31 | 67.97 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 32 | 69.73 | 83.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 33 | 65.19 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 34 | 66.04 | 80.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 35 | 68.33 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 36 | 73.02 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 37 | 69.80 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 38 | 72.61 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 39 | 71.07 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 40 | 69.80 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 41 | 72.51 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 42 | 71.22 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 43 | 71.02 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 44 | 64.92 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 45 | 70.07 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 46 | 73.61 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 47 | 74.46 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 48 | 71.95 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 49 | 73.14 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v2 | Snowball 67B-A2B | 50 | 69.75 | 91.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v2_7786/runs/6irr92am) |
| hero-v3 (stopped before W&B trainer metrics) | Snowball 67B-A2B | — | — | — | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/rjfap8hb) |
| hero-v3b | Snowball 67B-A2B | 1 | 12.38 | 66.41 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 2 | 51.54 | 81.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 3 | 56.98 | 83.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 4 | 63.84 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 5 | 63.65 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 6 | 65.72 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 7 | 67.14 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 8 | 67.70 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 9 | 67.41 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 10 | 70.87 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 11 | 72.39 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 12 | 67.58 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 13 | 68.77 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 14 | 66.75 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 15 | 61.62 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 16 | 65.41 | 85.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 17 | 67.31 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 18 | 65.55 | 82.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 19 | 68.60 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 20 | 67.53 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 21 | 66.26 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 22 | 68.14 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 23 | 67.65 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 24 | 69.09 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 25 | 68.41 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 26 | 68.80 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 27 | 69.51 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 28 | 70.61 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 29 | 66.50 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 30 | 71.95 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 31 | 66.11 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 32 | 66.55 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 33 | 64.14 | 82.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 34 | 62.89 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 35 | 65.58 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 36 | 69.26 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 37 | 67.92 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 38 | 69.53 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 39 | 68.63 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 40 | 66.94 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 41 | 68.58 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 42 | 66.99 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 43 | 69.43 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 44 | 61.96 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 45 | 66.53 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 46 | 70.63 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 47 | 73.63 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 48 | 69.17 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 49 | 71.24 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3b | Snowball 67B-A2B | 50 | 67.50 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/eem5dpmd) |
| hero-v3c | Snowball 67B-A2B | 1 | 13.21 | 64.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
| hero-v3c | Snowball 67B-A2B | 2 | 49.32 | 80.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
| hero-v3c | Snowball 67B-A2B | 3 | 55.81 | 83.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
| hero-v3c | Snowball 67B-A2B | 4 | 61.89 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
| hero-v3c | Snowball 67B-A2B | 5 | 64.99 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
| hero-v3c | Snowball 67B-A2B | 6 | 67.24 | 87.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
| hero-v3c | Snowball 67B-A2B | 7 | 67.65 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
| hero-v3c | Snowball 67B-A2B | 8 | 68.87 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
| hero-v3c | Snowball 67B-A2B | 9 | 68.85 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
| hero-v3c | Snowball 67B-A2B | 10 | 73.56 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
| hero-v3c | Snowball 67B-A2B | 11 | 76.32 | 92.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
| hero-v3c | Snowball 67B-A2B | 12 | 70.73 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
| hero-v3c | Snowball 67B-A2B | 13 | 73.10 | 91.41 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/3ddrkiyh) |
| hero-v3d | Snowball 67B-A2B | 1 | 12.33 | 66.41 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 2 | 50.39 | 81.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 3 | 58.20 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 4 | 62.38 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 5 | 63.62 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 6 | 66.38 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 7 | 68.38 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 8 | 69.73 | 90.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 9 | 68.04 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 10 | 71.85 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 11 | 72.63 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 12 | 67.53 | 85.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 13 | 66.04 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 14 | 65.75 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 15 | 62.30 | 82.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 16 | 67.53 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 17 | 68.63 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 18 | 68.16 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3d | Snowball 67B-A2B | 19 | 69.19 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/gfb1ilij) |
| hero-v3e | Snowball 67B-A2B | 1 | 11.94 | 65.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 2 | 48.97 | 79.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 3 | 57.54 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 4 | 64.65 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 5 | 66.87 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 6 | 66.48 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 7 | 68.82 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 8 | 69.97 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 9 | 69.43 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 10 | 72.05 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 11 | 74.41 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 12 | 68.90 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 13 | 69.70 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 14 | 69.34 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 15 | 64.33 | 82.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 16 | 66.97 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 17 | 68.77 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 18 | 68.36 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 19 | 70.26 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 20 | 68.68 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 21 | 67.80 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 22 | 70.75 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 23 | 69.82 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 24 | 69.19 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 25 | 68.51 | 83.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 26 | 67.68 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 27 | 68.55 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 28 | 71.00 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 29 | 65.14 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 30 | 71.02 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3e | Snowball 67B-A2B | 31 | 67.90 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/mpmyw7vn) |
| hero-v3f | Snowball 67B-A2B | 1 | 12.16 | 62.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1) |
| hero-v3f | Snowball 67B-A2B | 2 | 11.91 | 64.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1) |
| hero-v3f | Snowball 67B-A2B | 3 | 11.21 | 58.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1) |
| hero-v3f | Snowball 67B-A2B | 4 | 11.43 | 60.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1) |
| hero-v3f | Snowball 67B-A2B | 5 | 12.40 | 62.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/h6c0pnd1) |
| hero-v3g | Snowball 67B-A2B | 1 | 11.57 | 62.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3g | Snowball 67B-A2B | 2 | 19.85 | 70.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3g | Snowball 67B-A2B | 3 | 27.98 | 73.44 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3g | Snowball 67B-A2B | 4 | 38.60 | 80.86 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3g | Snowball 67B-A2B | 5 | 47.95 | 77.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3g | Snowball 67B-A2B | 6 | 51.98 | 79.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3g | Snowball 67B-A2B | 7 | 58.89 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3g | Snowball 67B-A2B | 8 | 62.16 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3g | Snowball 67B-A2B | 9 | 65.53 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3g | Snowball 67B-A2B | 10 | 70.90 | 90.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3g | Snowball 67B-A2B | 11 | 75.42 | 92.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3g | Snowball 67B-A2B | 12 | 70.19 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3g | Snowball 67B-A2B | 13 | 72.56 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3g | Snowball 67B-A2B | 14 | 71.56 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3g | Snowball 67B-A2B | 15 | 67.43 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/qpqdx76d) |
| hero-v3h | Snowball 67B-A2B | 1 | 11.01 | 59.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/x2b94bq4) |
| hero-v3h | Snowball 67B-A2B | 2 | 0.00 | 0.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/x2b94bq4) |
| hero-v3h | Snowball 67B-A2B | 3 | 0.00 | 0.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/x2b94bq4) |
| hero-v3h | Snowball 67B-A2B | 4 | 0.00 | 0.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/x2b94bq4) |
| hero-v3i | Snowball 67B-A2B | 1 | 11.74 | 61.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 2 | 44.58 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 3 | 59.99 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 4 | 69.85 | 92.58 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 5 | 70.87 | 90.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 6 | 73.10 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 7 | 74.61 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 8 | 77.10 | 91.41 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 9 | 76.29 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 10 | 79.32 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 11 | 82.54 | 93.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 12 | 74.49 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 13 | 78.17 | 93.36 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 14 | 77.49 | 90.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 15 | 72.14 | 83.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 16 | 75.85 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 17 | 76.66 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| hero-v3i | Snowball 67B-A2B | 18 | 75.73 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_hero_v3_7786/runs/lq37waro) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 1 | 5.35 | 42.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 2 | 9.25 | 53.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 3 | 11.28 | 52.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 4 | 17.70 | 56.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 5 | 22.68 | 65.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 6 | 21.29 | 68.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 7 | 26.27 | 67.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 8 | 29.69 | 74.22 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 9 | 26.07 | 76.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 10 | 31.96 | 82.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 11 | 34.55 | 85.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 12 | 33.64 | 91.41 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 13 | 37.21 | 94.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 14 | 37.70 | 92.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 15 | 37.06 | 95.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 16 | 39.43 | 98.83 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 17 | 39.77 | 98.44 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 18 | 39.11 | 99.61 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 19 | 43.70 | 97.66 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 20 | 40.77 | 94.53 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 21 | 44.68 | 96.48 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 22 | 44.34 | 97.66 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 23 | 43.09 | 96.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 24 | 42.09 | 95.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 25 | 45.80 | 96.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 26 | 43.80 | 94.92 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/prv49fey) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 27 | 45.87 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 28 | 48.71 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 29 | 47.27 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 30 | 47.51 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 31 | 46.63 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 32 | 48.34 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 33 | 47.83 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 34 | 50.37 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 35 | 52.34 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 36 | 53.64 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 37 | 55.40 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 38 | 51.83 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 39 | 52.08 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 40 | 54.25 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/qv5pae2b) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 41 | 49.07 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 42 | 52.61 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 43 | 50.46 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 44 | 52.64 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 45 | 53.32 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 46 | 53.91 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 47 | 53.34 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 48 | 52.98 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 49 | 52.51 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
| E11 — DeepScaleR + DAPO | Snowball 67B-A2B | 50 | 51.42 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ackb9p8u) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 1 | 4.54 | 28.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 2 | 7.20 | 42.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 3 | 11.82 | 49.22 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 4 | 16.75 | 53.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 5 | 18.24 | 57.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 6 | 20.19 | 55.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 7 | 25.46 | 60.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 8 | 31.18 | 70.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 9 | 32.37 | 73.05 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 10 | 36.33 | 76.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 11 | 37.33 | 72.66 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 12 | 32.67 | 70.31 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 13 | 35.13 | 71.48 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 14 | 35.47 | 73.83 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 15 | 39.21 | 72.66 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 16 | 37.72 | 76.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 17 | 31.40 | 69.92 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 18 | 34.25 | 72.66 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 19 | 37.43 | 76.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 20 | 38.99 | 76.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 21 | 39.53 | 76.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 22 | 38.84 | 75.78 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 23 | 40.09 | 74.61 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E12 — DeepScaleR + GRPO | Snowball 67B-A2B | 24 | 40.04 | 74.61 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ssp1gnpi) |
| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 1 | 11.45 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 2 | 18.29 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 3 | 28.25 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 4 | 40.26 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 5 | 51.66 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 6 | 51.51 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 7 | 57.13 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 8 | 60.08 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 9 | 62.96 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 10 | 67.31 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 11 | 70.36 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 12 | 69.70 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 13 | 73.97 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
| E13 — RLVR-MATH + DAPO | Snowball 67B-A2B | 14 | 74.90 | 100.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/vibi2gpx) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 1 | 4.15 | 33.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/iz10ndle) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 2 | 5.54 | 40.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/iz10ndle) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 3 | 7.20 | 43.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/iz10ndle) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 4 | 9.50 | 48.44 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/iz10ndle) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 5 | 12.55 | 53.12 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k7aiujsp) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 6 | 17.26 | 66.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k7aiujsp) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 7 | 17.68 | 64.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k7aiujsp) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 8 | 23.36 | 66.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k7aiujsp) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 9 | 24.71 | 71.48 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k7aiujsp) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 10 | 25.76 | 67.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/k7aiujsp) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 11 | 28.86 | 69.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/kerisuf5) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 12 | 30.40 | 74.22 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/kerisuf5) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 13 | 31.54 | 76.56 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/kerisuf5) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 14 | 32.30 | 74.61 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/kerisuf5) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 15 | 36.47 | 76.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/kerisuf5) |
| E14 — DAPO-17k + GRPO | Snowball 67B-A2B | 16 | 31.30 | 75.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/kerisuf5) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 1 | 12.18 | 60.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 2 | 33.18 | 73.05 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 3 | 36.04 | 69.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 4 | 36.96 | 64.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 5 | 30.91 | 56.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 6 | 28.22 | 57.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 7 | 31.05 | 56.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 8 | 29.54 | 56.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 9 | 30.08 | 57.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 10 | 34.94 | 64.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 11 | 33.54 | 64.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 12 | 29.83 | 58.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 13 | 31.23 | 60.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 14 | 34.81 | 59.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 15 | 29.00 | 51.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 16 | 29.39 | 55.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 17 | 30.27 | 59.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 18 | 32.42 | 60.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 19 | 31.88 | 59.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E15 — interpolated router-bias update | Snowball 67B-A2B | 20 | 37.43 | 64.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/4tfkfqwy) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 1 | 12.23 | 57.81 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 2 | 30.20 | 73.44 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 3 | 50.00 | 79.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 4 | 46.78 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 5 | 63.33 | 85.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 6 | 67.38 | 85.55 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 7 | 68.58 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 8 | 68.85 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 9 | 66.70 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 10 | 71.68 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 11 | 75.02 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 12 | 70.61 | 82.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 13 | 72.61 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 14 | 74.17 | 85.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 15 | 67.80 | 82.03 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 16 | 71.90 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 17 | 72.24 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 18 | 71.58 | 83.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 19 | 72.66 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17a — stochastic-rounded AdamW, frozen router bias | Snowball 67B-A2B | 20 | 70.73 | 82.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/umfujah6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 1 | 11.40 | 62.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 2 | 1.39 | 19.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 3 | 10.38 | 50.39 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 4 | 4.13 | 36.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 5 | 11.50 | 52.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 6 | 10.45 | 44.92 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 7 | 38.67 | 71.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 8 | 50.22 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 9 | 49.10 | 80.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 10 | 61.62 | 86.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 11 | 65.60 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 12 | 62.30 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 13 | 64.40 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 14 | 63.38 | 84.38 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 15 | 60.11 | 80.86 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 16 | 64.50 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 17 | 64.82 | 83.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 18 | 65.14 | 81.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 19 | 66.14 | 85.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b1 — router-bias interpolation 0.05 | Snowball 67B-A2B | 20 | 65.70 | 79.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ftqy4yj6) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 1 | 11.57 | 60.16 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 2 | 5.25 | 46.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 3 | 10.11 | 56.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 4 | 40.55 | 80.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 5 | 42.85 | 78.52 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 6 | 51.12 | 80.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 7 | 57.71 | 82.42 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 8 | 58.11 | 83.20 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 9 | 43.99 | 71.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 10 | 53.27 | 74.22 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 11 | 51.27 | 74.22 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 12 | 45.75 | 65.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 13 | 42.92 | 68.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 14 | 45.53 | 65.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 15 | 38.96 | 63.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 16 | 37.43 | 62.89 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 17 | 37.52 | 64.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 18 | 38.57 | 61.33 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 19 | 38.57 | 66.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17b2 — router-bias interpolation 0.15 | Snowball 67B-A2B | 20 | 43.85 | 67.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/bv50zl3x) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 1 | 12.23 | 62.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 2 | 5.49 | 44.14 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 3 | 2.69 | 17.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 4 | 7.57 | 40.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 5 | 0.20 | 3.12 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 6 | 0.02 | 0.39 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 7 | 0.05 | 0.78 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 8 | 0.05 | 0.78 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 9 | 0.10 | 1.17 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 10 | 0.76 | 2.34 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 11 | 1.81 | 5.08 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 12 | 0.61 | 1.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 13 | 1.71 | 2.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 14 | 0.42 | 1.95 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17c — stochastic rounding + interpolation 0.5 | Snowball 67B-A2B | 15 | 0.93 | 4.69 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ydhdrjr7) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 1 | 11.55 | 60.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 2 | 22.58 | 77.34 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 3 | 37.28 | 80.86 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 4 | 56.67 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 5 | 60.84 | 80.86 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 6 | 64.70 | 83.98 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 7 | 60.67 | 75.78 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 8 | 55.40 | 74.61 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 9 | 55.71 | 71.88 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 10 | 66.31 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 11 | 73.00 | 88.67 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 12 | 69.26 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 13 | 70.78 | 86.72 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 14 | 69.68 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 15 | 65.82 | 81.25 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 16 | 67.65 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 17 | 69.12 | 83.59 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 18 | 68.82 | 81.64 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 19 | 67.97 | 84.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17d — DeepSeek loss-free balancing | Snowball 67B-A2B | 20 | 68.53 | 80.47 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/wdq6pl6z) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 1 | 4.47 | 27.34 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 2 | 11.52 | 52.73 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 3 | 28.56 | 65.62 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 4 | 35.40 | 67.58 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 5 | 35.69 | 67.58 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 6 | 36.65 | 68.36 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 7 | 39.36 | 71.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 8 | 42.85 | 73.05 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 9 | 42.63 | 75.00 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 10 | 44.51 | 71.48 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 11 | 41.41 | 68.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 12 | 36.33 | 64.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 13 | 40.21 | 71.09 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 14 | 41.31 | 70.70 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 15 | 43.07 | 69.53 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 16 | 42.60 | 72.27 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 17 | 30.47 | 59.77 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 18 | 29.39 | 54.30 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 19 | 34.38 | 53.91 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E17f — DeepScaleR under the E17a recipe | Snowball 67B-A2B | 20 | 36.30 | 60.94 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/ppk9c2oy) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 1 | 9.91 | 65.23 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 2 | 1.44 | 19.53 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 3 | 53.86 | 87.50 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 4 | 73.34 | 92.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 5 | 75.49 | 91.80 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 6 | 72.61 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 7 | 77.32 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 8 | 79.91 | 91.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 9 | 79.86 | 89.84 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 10 | 84.45 | 92.97 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 11 | 85.82 | 94.53 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 12 | 79.00 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 13 | 82.76 | 93.75 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 14 | 81.25 | 92.19 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 15 | 77.47 | 89.06 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 16 | 79.17 | 91.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 17 | 79.66 | 88.28 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 18 | 74.95 | 89.45 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 19 | 80.79 | 91.02 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| E18 — stronger 5.7T-cooldown SFT start | Snowball 67B-A2B | 20 | 76.07 | 87.11 | 16 | [W&B](https://wandb.ai/dogml/snowball_67b_a2b_rl_7786/runs/yikz8ehs) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 1 | 12.11 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 2 | 14.06 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 3 | 8.79 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 4 | 17.77 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 5 | 13.48 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 6 | 10.55 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 7 | 17.38 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 8 | 16.21 | 27.42 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 9 | 27.34 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 10 | 12.50 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 11 | 13.09 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 12 | 17.19 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 13 | 12.30 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 14 | 18.55 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 15 | 14.45 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 16 | 17.58 | 30.16 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 17 | 14.45 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 18 | 15.04 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 19 | 16.99 | 26.67 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier binary · checkpoint 20 | Qwen3-Coder-30B-A3B | 20 | 19.14 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-binary-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 1 | — | 82.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 2 | — | 79.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 3 | — | 81.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 4 | — | 82.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 5 | — | 82.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 6 | — | 85.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 7 | — | 64.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 8 | — | 79.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 9 | — | 85.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 10 | — | 79.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 11 | — | 80.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 12 | — | 73.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 13 | — | 79.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 14 | — | 78.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 15 | — | 76.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 16 | — | 77.42 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 17 | — | 81.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 18 | — | 85.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 19 | — | 84.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X0 · verifier shaped · checkpoint 20 (pass@1 unavailable; pass@8 shaped) | Qwen3-Coder-30B-A3B | 20 | — | 85.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x0_verifier-shaped-20-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 1 | 16.80 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 2 | 11.33 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 3 | 9.18 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 4 | 10.35 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 5 | 12.50 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 6 | 17.77 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 7 | 18.16 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 8 | 16.60 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 9 | 23.05 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 10 | 16.60 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 11 | 11.52 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 12 | 15.23 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 13 | 16.99 | 29.51 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 14 | 9.77 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 15 | 15.43 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 16 | 14.84 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 17 | 16.41 | 30.51 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 18 | 16.41 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 19 | 14.45 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 20 | 15.82 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 21 | 14.84 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 22 | 16.60 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 23 | 11.52 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 24 | 15.04 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 25 | 17.38 | 33.96 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 26 | 18.36 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 27 | 19.34 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 28 | 17.38 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 29 | 14.84 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 30 | 17.77 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 31 | 14.45 | 18.37 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 32 | 5.86 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 33 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 34 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 35 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 4e-6 · checkpoint 30 | Qwen3-Coder-30B-A3B | 36 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr4e6-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 1 | 18.16 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 2 | 13.48 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 3 | 8.98 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 4 | 11.91 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 5 | 16.41 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 6 | 12.89 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 7 | 18.36 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 8 | 15.82 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 9 | 17.58 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 10 | 17.97 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 11 | 13.09 | 33.90 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 12 | 15.43 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 13 | 13.87 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 14 | 22.66 | 41.67 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 15 | 8.98 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 16 | 19.14 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 17 | 16.02 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 18 | 18.55 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 19 | 23.44 | 31.37 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 20 | 12.30 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 21 | 17.38 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 22 | 11.52 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 23 | 13.67 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 24 | 14.06 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 25 | 18.16 | 26.53 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 26 | 21.29 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 27 | 15.82 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 28 | 20.31 | 44.23 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 29 | 16.99 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 30 | 19.14 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 31 | 17.19 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 32 | 18.95 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 33 | 16.41 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 34 | 23.05 | 46.30 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 35 | 19.14 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 36 | 14.06 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 37 | 16.60 | 36.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 38 | 17.38 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 39 | 15.82 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 40 | 18.75 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 41 | 14.06 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 42 | 13.87 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 43 | 14.84 | 36.54 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 44 | 15.23 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 45 | 23.05 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 46 | 20.12 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 47 | 14.06 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 48 | 16.41 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 49 | 21.68 | 30.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 50 | 14.65 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 51 | 14.84 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 52 | 23.05 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 53 | 14.06 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 54 | 14.06 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 55 | 21.29 | 38.18 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 56 | 11.72 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 57 | 22.27 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 58 | 18.16 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 59 | 20.12 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 60 | 19.73 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 61 | 17.97 | 30.91 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 62 | 15.04 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 63 | 16.21 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 64 | 18.36 | 39.58 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 65 | 20.70 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 66 | 23.44 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 67 | 18.55 | 42.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 68 | 17.38 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 69 | 22.07 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 70 | 17.19 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 8e-6 · checkpoint 60 | Qwen3-Coder-30B-A3B | 71 | 15.82 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr8e6-60-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 1 | 10.94 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 2 | 13.09 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 3 | 13.28 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 4 | 14.45 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 5 | 11.52 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 6 | 18.95 | 29.09 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 7 | 9.77 | 18.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 8 | 29.10 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 9 | 19.92 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 10 | 17.97 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 11 | 20.90 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 12 | 12.89 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 13 | 11.72 | 23.91 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 14 | 20.70 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 15 | 19.53 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 16 | 19.92 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 17 | 16.21 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 18 | 16.80 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 19 | 13.87 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 20 | 17.58 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 21 | 9.96 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 22 | 10.74 | 25.49 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 23 | 10.55 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 24 | 15.04 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 25 | 25.00 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 26 | 17.38 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 27 | 15.04 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 28 | 13.09 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 29 | 22.66 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 30 | 21.09 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 31 | 21.88 | 42.55 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 32 | 21.68 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 33 | 15.04 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 34 | 9.38 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X1 · learning rate 1.6e-5 · checkpoint 30 | Qwen3-Coder-30B-A3B | 35 | 15.23 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x1_lr-lr1p6e5-30-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 1 | 15.82 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 2 | 7.81 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 3 | 12.70 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 4 | 17.97 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 5 | 10.35 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 6 | 9.57 | 31.48 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 7 | 14.84 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 8 | 19.92 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 9 | 21.88 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 10 | 14.26 | 27.87 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 11 | 18.55 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 12 | 11.13 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 13 | 14.84 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 14 | 16.60 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 15 | 19.14 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 16 | 11.33 | 24.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 17 | 19.14 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 18 | 17.38 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 19 | 12.11 | 25.40 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 20 | 14.26 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 21 | 10.16 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 22 | 12.30 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 23 | 7.62 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 24 | 19.92 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 25 | 17.19 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 26 | 16.80 | 30.16 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 28 | 14.65 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 29 | 15.82 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 30 | 11.52 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 31 | 15.82 | 29.63 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 32 | 14.45 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 46 | 15.82 | 32.08 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 47 | 14.45 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 48 | 10.74 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 49 | 12.30 | 26.42 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 50 | 14.65 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 51 | 11.33 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 52 | 16.21 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 53 | 22.07 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 54 | 10.55 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 55 | 5.08 | 15.09 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 56 | 10.35 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 57 | 17.97 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 58 | 0.78 | 7.84 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 59 | 3.52 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 60 | 3.52 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 61 | 0.59 | 3.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.01 · checkpoint 15 | Qwen3-Coder-30B-A3B | 62 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p01-15-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 1 | 15.23 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 2 | 11.91 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 3 | 15.62 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 4 | 16.80 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 5 | 9.38 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 6 | 20.31 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 7 | 23.44 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 8 | 25.20 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 9 | 18.16 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 10 | 23.44 | 45.16 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 11 | 20.70 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 12 | 11.33 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 13 | 17.58 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 14 | 15.43 | 27.42 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 15 | 17.19 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 16 | 15.43 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 17 | 11.52 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 18 | 16.60 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 19 | 16.99 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 20 | 19.14 | 31.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 21 | 16.99 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 22 | 7.62 | 14.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 23 | 13.09 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 24 | 12.11 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 25 | 20.12 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 26 | 15.82 | 29.51 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 27 | 16.80 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 28 | 20.12 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 29 | 17.19 | 33.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 30 | 22.85 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 31 | 16.80 | 28.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 32 | 13.87 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 33 | 23.63 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 34 | 14.06 | 26.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 35 | 22.66 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 36 | 19.34 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 37 | 10.35 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 38 | 14.84 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 39 | 20.12 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 40 | 16.21 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 41 | 17.58 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 42 | 10.55 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 43 | 6.05 | 16.36 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 44 | 16.60 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 45 | 17.58 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 46 | 28.71 | 42.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 47 | 20.12 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 48 | 23.24 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 49 | 23.63 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 50 | 13.87 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 51 | 13.87 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 52 | 19.14 | 34.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 53 | 20.12 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 54 | 17.38 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 55 | 10.16 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 56 | 17.77 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 57 | 16.60 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 58 | 18.16 | 33.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 59 | 13.48 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 60 | 23.24 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 61 | 17.58 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 62 | 17.19 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 63 | 17.19 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 64 | 21.09 | 39.58 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 65 | 16.80 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 66 | 28.52 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 67 | 15.04 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 68 | 16.60 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 69 | 14.06 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 70 | 12.30 | 32.61 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 71 | 19.92 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 72 | 15.82 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 73 | 22.07 | 47.83 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 74 | 16.41 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 75 | 15.04 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.05 · checkpoint 10 | Qwen3-Coder-30B-A3B | 76 | 15.23 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p05-10-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 1 | 12.70 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 2 | 16.02 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 3 | 9.38 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 4 | 15.82 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 5 | 15.62 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 6 | 18.16 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 7 | 14.26 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 8 | 19.34 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 9 | 23.83 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 10 | 15.82 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 11 | 15.82 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 12 | 14.45 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 13 | 13.67 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 14 | 13.09 | 24.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 15 | 17.77 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 16 | 12.50 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 17 | 13.09 | 28.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 18 | 20.90 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 19 | 19.34 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 20 | 17.38 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 21 | 15.43 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 22 | 13.09 | 32.08 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 23 | 11.72 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 24 | 18.55 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 25 | 17.97 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 26 | 16.80 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 27 | 22.46 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 28 | 20.51 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 29 | 15.04 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 30 | 14.65 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 31 | 25.20 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 32 | 11.72 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 33 | 0.39 | 1.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 34 | 25.20 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 35 | 18.36 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 36 | 20.31 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 37 | 22.66 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 38 | 16.41 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 39 | 14.06 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 40 | 22.07 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 41 | 11.72 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 42 | 23.63 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 43 | 19.73 | 32.14 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 44 | 20.12 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 45 | 19.73 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 46 | 32.81 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 47 | 15.23 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 48 | 15.23 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 49 | 26.17 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 50 | 17.58 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 51 | 16.60 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 52 | 17.77 | 30.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 53 | 13.09 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 54 | 28.32 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 55 | 23.05 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 56 | 20.51 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 57 | 22.66 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 58 | 25.59 | 36.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 59 | 21.68 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 60 | 22.85 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 61 | 12.70 | 22.92 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 62 | 18.36 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 63 | 20.51 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 64 | 30.86 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 65 | 17.97 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 66 | 31.05 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 67 | 25.98 | 43.14 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 68 | 20.70 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 69 | 17.97 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 70 | 17.97 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 71 | 26.95 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 72 | 19.53 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 73 | 25.20 | 35.29 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 74 | 22.46 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 75 | 13.87 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 76 | 22.27 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 77 | 22.85 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X2 · upper clip 0.2 · checkpoint 60 | Qwen3-Coder-30B-A3B | 78 | 20.70 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x2_clip-hi0p2-60-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 1 | 14.65 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 2 | 12.11 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 3 | 8.98 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 4 | 4.49 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 5 | 17.38 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 6 | 12.30 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 7 | 15.43 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 8 | 2.54 | 3.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 9 | 16.02 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 10 | 9.77 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 11 | 5.86 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 12 | 5.47 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 13 | 4.69 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 14 | 17.77 | 39.58 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 15 | 16.02 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 16 | 18.75 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 17 | 9.77 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 18 | 6.45 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 19 | 19.92 | 31.91 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 20 | 12.70 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 21 | 10.74 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 22 | 12.50 | 25.53 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 23 | 18.36 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 24 | 16.21 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 25 | 11.72 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 26 | 10.74 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 27 | 7.81 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 28 | 12.11 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 29 | 6.25 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 30 | 5.86 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 31 | 10.55 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 32 | 14.84 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 33 | 11.33 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 34 | 10.55 | 23.40 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 35 | 19.34 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 36 | 17.97 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 37 | 14.65 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 38 | 4.30 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 39 | 18.75 | 35.42 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 40 | 12.50 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 41 | 25.20 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 42 | 18.95 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 43 | 16.21 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 44 | 21.48 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 45 | 12.89 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 46 | 8.79 | 24.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 47 | 20.12 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 48 | 19.34 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 49 | 9.18 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 50 | 10.55 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 51 | 21.48 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 52 | 11.52 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 53 | 17.97 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 54 | 21.09 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 55 | 16.60 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 56 | 15.62 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 57 | 17.58 | 39.22 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 58 | 15.23 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 59 | 14.06 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 60 | 22.85 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 61 | 25.00 | 46.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 62 | 26.95 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 63 | 12.11 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 64 | 13.87 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 65 | 13.28 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 66 | 20.12 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 67 | 9.57 | 28.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 68 | 12.70 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 69 | 12.70 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 70 | 14.84 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 71 | 18.55 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 72 | 14.84 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 control · checkpoint 72 | Qwen3-Coder-30B-A3B | 73 | 13.87 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0b-72-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 1 | 15.82 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 2 | 12.50 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 3 | 12.70 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 4 | 21.88 | 32.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 5 | 9.77 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 7 | 13.28 | 28.30 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 8 | 26.95 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 9 | 19.53 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 10 | 15.62 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 11 | 19.73 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 12 | 18.75 | 29.17 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 13 | 13.28 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 14 | 21.09 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 15 | 1.17 | 1.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 16 | 8.79 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 17 | 18.36 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 18 | 20.12 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 19 | 0.59 | 1.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 20 | 1.37 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 21 | 10.55 | 29.79 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 22 | 15.62 | 41.86 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 23 | 8.79 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 24 | 17.38 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 25 | 5.66 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 26 | 6.05 | 14.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 27 | 14.45 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 28 | 15.04 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 29 | 10.74 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 30 | 8.20 | 14.89 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 31 | 21.09 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 32 | 17.38 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 33 | 19.14 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 34 | 11.52 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 35 | 8.20 | 30.61 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 36 | 10.94 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 37 | 24.61 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 38 | 15.82 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 39 | 11.72 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 40 | 16.60 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 41 | 8.98 | 32.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 42 | 15.62 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 43 | 23.24 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 44 | 25.39 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 45 | 18.16 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 46 | 14.84 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 47 | 11.13 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 48 | 17.38 | 27.45 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 49 | 13.28 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 50 | 21.68 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 51 | 13.87 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 52 | 11.13 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 53 | 16.99 | 30.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 54 | 14.84 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 55 | 16.21 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 56 | 15.23 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 57 | 20.90 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 58 | 16.60 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 59 | 14.06 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 60 | 20.90 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 61 | 10.16 | 29.17 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 62 | 15.23 | 27.78 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 63 | 15.82 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 64 | 27.34 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 65 | 17.19 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 66 | 14.84 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 67 | 13.28 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 68 | 15.23 | 39.58 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 69 | 22.07 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 70 | 12.70 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 71 | 19.53 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 72 | 15.62 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 73 | 14.84 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 74 | 17.77 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 75 | 9.18 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.001 · checkpoint 76 | Qwen3-Coder-30B-A3B | 76 | 14.45 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p001-76-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 1 | 14.06 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 2 | 10.55 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 3 | 16.60 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 4 | 6.05 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 5 | 15.62 | 33.87 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 6 | 14.26 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 7 | 13.67 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 8 | 5.66 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 9 | 15.43 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 10 | 9.18 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 11 | 7.42 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 12 | 6.45 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 13 | 12.70 | 25.86 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 14 | 24.02 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 15 | 16.21 | 34.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 16 | 13.09 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 17 | 21.09 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 18 | 14.84 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 19 | 5.27 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 20 | 7.81 | 31.82 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 21 | 12.11 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 22 | 14.06 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 23 | 17.58 | 33.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 24 | 17.19 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 25 | 10.16 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 26 | 21.09 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 27 | 16.41 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 28 | 11.91 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 29 | 4.10 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 30 | 23.83 | 40.43 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 31 | 18.36 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 32 | 19.53 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 33 | 21.68 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 34 | 7.03 | 14.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 35 | 10.74 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 36 | 18.95 | 34.04 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 37 | 16.80 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 38 | 16.60 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 39 | 10.35 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 40 | 4.88 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 41 | 16.99 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 42 | 19.14 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 43 | 16.02 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 44 | 17.97 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 45 | 17.38 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 46 | 22.07 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 47 | 8.79 | 20.83 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 48 | 16.99 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 49 | 19.34 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 50 | 16.80 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 51 | 8.59 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 52 | 17.19 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 53 | 13.09 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 54 | 21.09 | 33.96 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 55 | 17.97 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 56 | 17.97 | 40.74 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 57 | 13.67 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 58 | 21.88 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 59 | 13.87 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 60 | 29.69 | 38.46 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 61 | 8.40 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 62 | 16.02 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 63 | 21.09 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 64 | 25.78 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 65 | 14.06 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 66 | 16.60 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 67 | 13.48 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 68 | 21.48 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 69 | 18.36 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 70 | 17.19 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 71 | 12.89 | 42.86 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.01 · checkpoint 71 | Qwen3-Coder-30B-A3B | 72 | 14.65 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p01-71-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 1 | 16.21 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 2 | 11.91 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 3 | 10.94 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 4 | 16.02 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 5 | 20.90 | 36.73 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 7 | 23.83 | 47.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 8 | 27.73 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 9 | 19.14 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 10 | 14.45 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 11 | 14.45 | 33.93 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 12 | 23.24 | 39.13 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 13 | 8.98 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 14 | 22.85 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 15 | 4.30 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 16 | 8.20 | 21.57 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 17 | 18.16 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 18 | 21.48 | 40.74 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 19 | 15.43 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 20 | 15.62 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 21 | 14.06 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 22 | 6.05 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 23 | 11.72 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 24 | 16.99 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 25 | 11.52 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 26 | 7.03 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 27 | 20.70 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 28 | 21.29 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 29 | 8.98 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 30 | 8.79 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 31 | 25.98 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 32 | 22.07 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 33 | 17.77 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 34 | 22.85 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 35 | 5.47 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 36 | 12.89 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 37 | 18.55 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 38 | 19.92 | 34.09 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 39 | 12.89 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 40 | 15.43 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 41 | 15.23 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 42 | 9.18 | 22.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 43 | 16.21 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 44 | 21.48 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 45 | 21.68 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 46 | 18.36 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 47 | 22.85 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 48 | 11.52 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 49 | 10.35 | 23.91 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 50 | 14.84 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 51 | 19.73 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 52 | 9.77 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 53 | 10.94 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 54 | 15.82 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 55 | 21.09 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 56 | 19.14 | 29.82 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 57 | 15.23 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 58 | 22.66 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 59 | 14.65 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 60 | 18.75 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 61 | 10.74 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 62 | 13.67 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 63 | 21.88 | 38.46 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 64 | 23.63 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 65 | 27.73 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 66 | 14.45 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 67 | 15.43 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 68 | 19.73 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 69 | 9.77 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 70 | 14.84 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0.03 · checkpoint 70 | Qwen3-Coder-30B-A3B | 71 | 13.87 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0p03-70-30B/blob/main/training_logs/metrics.csv) |
| X3 · KL 0 diagnostic export · checkpoint 35 (superseded) | Qwen3-Coder-30B-A3B | 37 | 10.74 | 29.41 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0/blob/main/training_logs/metrics_report.md) |
| X3 · KL 0 diagnostic export · checkpoint 35 (superseded) | Qwen3-Coder-30B-A3B | 38 | 19.14 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x3_kl-kl0/blob/main/training_logs/metrics_report.md) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 1 | 15.62 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 2 | 8.40 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 4 | 22.66 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 5 | 13.09 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 6 | 11.52 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 7 | 22.85 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 8 | 14.06 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 9 | 15.82 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 10 | 19.14 | 34.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 11 | 28.12 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 12 | 19.14 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 13 | 15.82 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 14 | 15.04 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 15 | 17.19 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 16 | 22.07 | 36.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 17 | 22.85 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 18 | 19.14 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 19 | 17.77 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 20 | 20.12 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 21 | 12.50 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 22 | 17.77 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 23 | 16.21 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 24 | 16.21 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 25 | 13.87 | 34.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 26 | 19.73 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 27 | 17.38 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 28 | 15.04 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 29 | 16.99 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 30 | 12.30 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 31 | 23.83 | 39.22 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 32 | 18.16 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 33 | 23.44 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 34 | 21.48 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 35 | 12.50 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 36 | 15.82 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 37 | 15.23 | 29.17 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 38 | 18.55 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 39 | 8.98 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 40 | 12.70 | 27.78 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 41 | 16.60 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 42 | 16.80 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 43 | 14.84 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 44 | 17.58 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 45 | 26.56 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 46 | 20.90 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 47 | 19.92 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 48 | 18.55 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 49 | 15.04 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 50 | 13.67 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 51 | 24.80 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 52 | 19.34 | 36.17 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 53 | 11.13 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 54 | 15.04 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 55 | 18.75 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 56 | 17.97 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 57 | 21.09 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 58 | 21.88 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 59 | 12.50 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 60 | 17.19 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 61 | 17.38 | 34.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 62 | 20.31 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 63 | 18.36 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 64 | 28.71 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 65 | 13.67 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 0.7 · checkpoint 45 | Qwen3-Coder-30B-A3B | 66 | 13.28 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t0p7-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 1 | 19.53 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 2 | 11.33 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 3 | 12.11 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 4 | 16.99 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 5 | 16.60 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 6 | 15.62 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 7 | 26.17 | 45.83 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 8 | 26.95 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 9 | 17.58 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 10 | 18.75 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 11 | 18.95 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 12 | 16.60 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 13 | 25.20 | 36.17 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 14 | 12.70 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 15 | 16.02 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 16 | 15.23 | 29.41 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 17 | 15.62 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 18 | 20.31 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 19 | 13.67 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 20 | 14.06 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 21 | 18.95 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 22 | 16.21 | 33.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 23 | 16.99 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 24 | 20.51 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 25 | 25.00 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 26 | 18.75 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 27 | 15.23 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 28 | 19.53 | 30.43 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 29 | 25.98 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 30 | 16.41 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 31 | 18.75 | 35.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 32 | 22.46 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 33 | 18.75 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 34 | 12.50 | 22.45 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 35 | 22.85 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 36 | 17.58 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 37 | 17.19 | 29.79 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 38 | 16.60 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 39 | 17.19 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 40 | 25.20 | 35.42 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 41 | 17.38 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 42 | 24.61 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 43 | 29.49 | 45.10 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 44 | 26.37 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 45 | 23.05 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 46 | 16.02 | 23.40 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 47 | 16.99 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 48 | 25.98 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 49 | 17.58 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 50 | 11.13 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 51 | 20.31 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 52 | 20.31 | 28.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 53 | 25.20 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 55 | 15.23 | 30.43 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 56 | 17.97 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 57 | 21.48 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 58 | 23.24 | 39.22 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 59 | 13.48 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 60 | 10.94 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 61 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 62 | 12.11 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 63 | 11.72 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 64 | 7.81 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 65 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 66 | 10.16 | 22.58 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 67 | 20.90 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X4 · temperature 1.0 · checkpoint 45 | Qwen3-Coder-30B-A3B | 68 | 10.16 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x4_temperature-t1p0-45-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 1 | 14.84 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 2 | 13.87 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 3 | 12.70 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 4 | 19.14 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 5 | 11.72 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 6 | 12.30 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 7 | 24.22 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 8 | 27.34 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 9 | 17.58 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 10 | 16.80 | 34.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 11 | 15.04 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 12 | 15.43 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 13 | 28.52 | 42.86 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 14 | 16.41 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 15 | 18.16 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 16 | 17.19 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 17 | 17.38 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 18 | 14.84 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 19 | 15.62 | 39.58 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 20 | 9.57 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 21 | 16.60 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 22 | 12.70 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 23 | 23.05 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 24 | 16.99 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 25 | 15.04 | 30.36 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 26 | 16.21 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 27 | 13.28 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 28 | 27.15 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 29 | 17.38 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 30 | 21.88 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 31 | 15.23 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 32 | 15.23 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 33 | 16.21 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 34 | 13.28 | 31.58 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 35 | 19.53 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 36 | 13.87 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 37 | 20.70 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 38 | 12.89 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 39 | 14.26 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 40 | 18.75 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 41 | 24.02 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 42 | 24.41 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 43 | 19.92 | 38.46 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 44 | 13.67 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 45 | 19.92 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 46 | 20.70 | 29.41 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 47 | 16.21 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 48 | 19.14 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 49 | 16.99 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 50 | 9.77 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 51 | 13.67 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 52 | 19.53 | 33.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 53 | 14.45 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 54 | 18.16 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 55 | 18.75 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 56 | 17.58 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 57 | 18.95 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 58 | 20.12 | 41.67 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 59 | 12.30 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 60 | 11.72 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 61 | 27.34 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 62 | 26.56 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 63 | 11.13 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 64 | 13.48 | 30.43 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 65 | 18.36 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 66 | 17.58 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 67 | 14.84 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.45 · checkpoint 30 | Qwen3-Coder-30B-A3B | 68 | 16.80 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p45-30-30B/blob/main/training_logs/metrics.csv) |
| X5 · max grad norm 0.9 · checkpoint 65 | Qwen3-Coder-30B-A3B | 61 | 28.32 | 58.14 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md) |
| X5 · max grad norm 0.9 · checkpoint 65 | Qwen3-Coder-30B-A3B | 62 | 19.73 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md) |
| X5 · max grad norm 0.9 · checkpoint 65 | Qwen3-Coder-30B-A3B | 63 | 14.06 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md) |
| X5 · max grad norm 0.9 · checkpoint 65 | Qwen3-Coder-30B-A3B | 64 | 14.45 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md) |
| X5 · max grad norm 0.9 · checkpoint 65 | Qwen3-Coder-30B-A3B | 65 | 19.73 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md) |
| X5 · max grad norm 0.9 · checkpoint 65 | Qwen3-Coder-30B-A3B | 66 | 18.55 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn0p9/blob/main/training_logs/metrics_report.md) |
| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 28 | 25.20 | 35.29 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 29 | 18.16 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 30 | 22.07 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 31 | 19.53 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 32 | 21.68 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 33 | 11.72 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 34 | 16.41 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
| X5 · max grad norm 1.8 · checkpoint 35 | Qwen3-Coder-30B-A3B | 35 | 14.65 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x5_gradnorm-gn1p8/blob/main/training_logs/metrics_report.md) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 1 | 16.41 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 2 | 10.94 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 3 | 15.43 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 4 | 17.19 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 5 | 11.91 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 7 | 25.98 | 41.18 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 8 | 29.30 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 9 | 16.99 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 10 | 22.07 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 11 | 11.72 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 13 | 25.59 | 42.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 14 | 19.14 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 15 | 21.09 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 16 | 22.07 | 35.71 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 17 | 19.53 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 19 | 19.92 | 26.53 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 20 | 19.53 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 21 | 13.67 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 22 | 14.26 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 23 | 2.73 | 4.76 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 24 | 15.62 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 25 | 22.66 | 28.33 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 26 | 25.20 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 27 | 18.95 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 28 | 29.49 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 29 | 1.76 | 3.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 30 | 12.70 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 31 | 10.16 | 15.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 32 | 21.29 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 33 | 22.27 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 34 | 21.48 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 35 | 3.52 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 36 | 19.73 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 37 | 6.64 | 12.28 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 38 | 11.72 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 39 | 19.73 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 40 | 12.70 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 41 | 3.71 | 4.76 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 42 | 20.31 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 43 | 15.62 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 44 | 7.42 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 45 | 1.56 | 1.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 46 | 16.41 | 23.53 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 47 | 21.68 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 48 | 24.41 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 49 | 13.09 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 50 | 10.35 | 15.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 51 | 25.78 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 52 | 27.54 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 53 | 7.42 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 54 | 1.56 | 3.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 55 | 18.95 | 28.26 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 56 | 24.22 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 57 | 16.21 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 58 | 4.49 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 59 | 5.66 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 60 | 7.62 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 61 | 29.88 | 43.18 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 62 | 20.90 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 63 | 20.31 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 64 | 7.81 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 65 | 6.84 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 66 | 16.41 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 67 | 12.30 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 68 | 8.79 | 14.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.01 · checkpoint 66 | Qwen3-Coder-30B-A3B | 69 | 9.57 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p01-66-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 1 | 16.02 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 2 | 11.13 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 3 | 12.50 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 4 | 17.19 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 5 | 11.72 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 7 | 18.55 | 28.57 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 8 | 33.98 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 9 | 18.36 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 10 | 14.84 | 23.08 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 11 | 17.38 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 13 | 13.28 | 28.30 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 14 | 25.39 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 15 | 18.75 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 16 | 22.46 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 17 | 15.23 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 19 | 23.44 | 28.57 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 20 | 24.61 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 21 | 14.26 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 22 | 12.70 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 23 | 7.23 | 15.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 24 | 10.35 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 25 | 21.09 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 26 | 20.31 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 27 | 7.23 | 14.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 28 | 14.65 | 33.90 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 29 | 25.39 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 30 | 19.34 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 31 | 15.82 | 32.26 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 32 | 14.65 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 33 | 28.32 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 34 | 17.77 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 35 | 13.48 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 36 | 22.27 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 37 | 16.21 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 38 | 19.92 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 39 | 10.74 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 40 | 19.92 | 36.21 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 41 | 20.51 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 42 | 14.65 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 43 | 20.12 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 44 | 15.43 | 31.67 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 45 | 14.26 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 46 | 31.25 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 47 | 20.31 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 48 | 20.51 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 49 | 22.66 | 34.92 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 50 | 22.46 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 51 | 22.46 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 52 | 13.28 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 53 | 3.52 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 54 | 16.21 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 55 | 10.94 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 56 | 15.23 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 57 | 7.23 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 58 | 21.09 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 59 | 25.39 | 38.10 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 60 | 21.29 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 61 | 23.05 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 62 | 15.62 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 63 | 21.68 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 64 | 22.07 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 65 | 15.43 | 29.82 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 66 | 19.14 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 67 | 18.16 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 68 | 38.28 | 56.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 69 | 17.58 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 70 | 18.55 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 71 | 15.82 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 72 | 17.97 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 73 | 20.70 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X7 · lower clip 0.05 · checkpoint 69 | Qwen3-Coder-30B-A3B | 74 | 17.58 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x7_cliplow-lo0p05-69-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 1 | 21.29 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 2 | 8.79 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 3 | 13.28 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 4 | 8.79 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 5 | 15.62 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 6 | 22.07 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 7 | 19.92 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 8 | 15.62 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 9 | 14.26 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 10 | 16.80 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 11 | 15.23 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 12 | 12.89 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 13 | 19.92 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 14 | 19.92 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 15 | 19.34 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 16 | 15.43 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 17 | 25.00 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 18 | 20.31 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 19 | 13.48 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 20 | 17.97 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 21 | 24.22 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 22 | 15.82 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 23 | 19.34 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 24 | 15.82 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 25 | 16.02 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 26 | 13.87 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 27 | 22.85 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 28 | 17.97 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 29 | 19.14 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 30 | 20.90 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 31 | 20.70 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 32 | 18.16 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 33 | 20.31 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 34 | 16.41 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 35 | 20.90 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 36 | 26.95 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 37 | 20.51 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 38 | 30.47 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 39 | 25.39 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 40 | 19.53 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 41 | 27.93 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 42 | 19.34 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 43 | 22.85 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 44 | 14.84 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 45 | 20.70 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 46 | 20.31 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 47 | 24.02 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 48 | 22.07 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 49 | 25.98 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 50 | 20.12 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 51 | 29.49 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 52 | 18.16 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 53 | 22.27 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 54 | 24.22 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 55 | 28.71 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 56 | 16.99 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 57 | 20.51 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 58 | 21.09 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 59 | 16.02 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 60 | 23.83 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 61 | 16.99 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 62 | 25.98 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 63 | 20.12 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 64 | 18.95 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 65 | 25.98 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 66 | 19.73 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 67 | 27.54 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 68 | 26.95 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 69 | 22.27 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 70 | 17.19 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 71 | 28.52 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 72 | 23.24 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 73 | 23.24 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 74 | 23.63 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 75 | 24.61 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 76 | 15.62 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 77 | 21.88 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 78 | 24.41 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 79 | 15.43 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 80 | 17.58 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 81 | 16.80 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 82 | 29.49 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 83 | 30.27 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 84 | 22.07 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 85 | 20.70 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 86 | 19.53 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 87 | 22.07 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 88 | 19.34 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 89 | 15.43 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 90 | 22.46 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 91 | 28.32 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 92 | 12.11 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 93 | 23.63 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 94 | 20.51 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 95 | 28.12 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 96 | 26.17 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 97 | 14.26 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 98 | 25.39 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 99 | 19.53 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 100 | 21.29 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 101 | 22.27 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 102 | 17.97 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 103 | 14.84 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 104 | 18.55 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 105 | 18.75 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 106 | 15.23 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 107 | 21.29 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 108 | 19.53 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 109 | 24.41 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 110 | 19.92 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 111 | 21.48 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 112 | 17.38 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 113 | 18.36 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 114 | 31.64 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 115 | 11.72 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 116 | 33.20 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 117 | 27.93 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 118 | 21.48 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 119 | 27.15 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 120 | 20.70 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 121 | 17.19 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 122 | 20.90 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 123 | 18.36 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 124 | 17.19 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 125 | 21.29 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 126 | 24.80 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 127 | 18.16 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 128 | 16.60 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 129 | 21.48 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 130 | 14.65 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X10b · FSDP2 + FlashAttention 2 · checkpoint 117 | Qwen3-Coder-30B-A3B | 131 | 16.60 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x10-fsdp2-fa2-117-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 1 | 20.90 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 2 | 11.52 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 3 | 14.06 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 4 | 13.67 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 5 | 12.11 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 6 | 20.12 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 7 | 22.07 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 8 | 15.04 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 9 | 15.82 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 10 | 18.95 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 11 | 13.87 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 12 | 13.28 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 13 | 16.41 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 14 | 17.19 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 15 | 11.91 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 16 | 14.26 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 17 | 23.24 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 18 | 17.77 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 19 | 14.84 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 20 | 14.65 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 21 | 19.34 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 22 | 14.45 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 23 | 20.12 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 24 | 16.02 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 25 | 15.62 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 26 | 14.65 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 27 | 19.53 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 28 | 22.27 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 29 | 18.36 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 30 | 17.77 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 31 | 27.54 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 32 | 18.36 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 33 | 20.51 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 34 | 15.04 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 35 | 21.29 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 36 | 16.21 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 37 | 21.68 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 38 | 27.15 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 39 | 22.46 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 40 | 24.02 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 41 | 18.36 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 42 | 13.48 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 43 | 21.48 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 44 | 14.45 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 45 | 8.20 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 46 | 16.02 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 47 | 22.85 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 48 | 23.05 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 49 | 20.70 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 50 | 18.95 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 51 | 24.41 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 52 | 15.04 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 53 | 19.92 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 54 | 24.02 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 55 | 12.70 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 56 | 13.48 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 57 | 13.28 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 58 | 8.40 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 59 | 5.08 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 60 | 8.01 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 61 | 9.18 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 62 | 14.26 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 63 | 9.38 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 64 | 11.13 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 65 | 9.57 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 66 | 11.72 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 67 | 9.57 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 68 | 10.55 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 69 | 9.57 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 70 | 8.20 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 71 | 12.89 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 72 | 6.64 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 73 | 9.57 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 74 | 13.28 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 75 | 7.81 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 76 | 9.57 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 77 | 8.40 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 78 | 2.93 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 79 | 2.54 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 80 | 1.17 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 81 | 0.98 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 82 | 0.78 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 83 | 1.76 | 3.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 84 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 85 | 0.59 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 86 | 0.00 | 0.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 87 | 1.95 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 88 | 1.17 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 89 | 3.12 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 90 | 1.76 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 91 | 2.93 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 92 | 0.98 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 93 | 2.15 | 10.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 94 | 3.52 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 95 | 0.78 | 3.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 96 | 1.95 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 97 | 1.56 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 98 | 1.95 | 4.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 99 | 0.78 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 100 | 0.59 | 3.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X15 · Megatron · checkpoint 51 | Qwen3-Coder-30B-A3B | 101 | 4.10 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x15-megatron-51-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 1 | 20.90 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 2 | 12.50 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 3 | 14.84 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 4 | 12.50 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 5 | 14.84 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 6 | 21.88 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 7 | 15.62 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 8 | 16.80 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 9 | 19.73 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 10 | 15.04 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 11 | 12.50 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 12 | 12.30 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 13 | 13.09 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 14 | 19.14 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 15 | 17.58 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 16 | 16.21 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 17 | 19.34 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 18 | 16.99 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 19 | 16.21 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 20 | 17.19 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 21 | 20.12 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 22 | 15.23 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 23 | 22.07 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 24 | 19.73 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 25 | 15.82 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 26 | 20.12 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 27 | 16.60 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 28 | 13.09 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 29 | 15.82 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 30 | 20.12 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 31 | 12.89 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 32 | 20.70 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 33 | 16.02 | 26.56 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 34 | 10.55 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 35 | 20.70 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 36 | 17.58 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 37 | 18.16 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 38 | 23.44 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 39 | 23.44 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 40 | 20.90 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 41 | 22.66 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 42 | 25.20 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 43 | 24.61 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 44 | 15.82 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 45 | 11.33 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 46 | 22.07 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 47 | 12.11 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 48 | 14.26 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 49 | 20.90 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 50 | 20.70 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 51 | 22.07 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 52 | 13.87 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 53 | 25.98 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 54 | 20.31 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 55 | 14.84 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 56 | 18.36 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 57 | 16.41 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 58 | 13.28 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 59 | 19.73 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 60 | 13.87 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 61 | 8.59 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 62 | 9.77 | 23.44 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 63 | 15.82 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 64 | 11.13 | 28.12 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 65 | 11.91 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 66 | 8.98 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 67 | 17.77 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 68 | 17.19 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 69 | 13.28 | 21.88 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 70 | 7.81 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 71 | 10.74 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 72 | 11.91 | 29.69 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 73 | 7.62 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 74 | 9.57 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 75 | 8.20 | 18.75 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 76 | 6.84 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 77 | 2.34 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 78 | 9.38 | 20.31 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 79 | 4.69 | 17.19 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 80 | 3.52 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 81 | 3.71 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 82 | 4.69 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 83 | 2.73 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 84 | 1.56 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 85 | 1.76 | 7.81 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 86 | 3.91 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 87 | 3.52 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 88 | 4.88 | 15.62 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 89 | 4.10 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 90 | 4.69 | 12.50 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 91 | 2.54 | 9.38 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| X16 · entropy 0.003 · checkpoint 42 | Qwen3-Coder-30B-A3B | 92 | 0.98 | 6.25 | 8 | [HF metrics](https://huggingface.co/laion/tt-x16-entropy0p003-42-30B/blob/main/training_logs/metrics.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 1 | 33.79 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 2 | 26.76 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 3 | 24.22 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 4 | 29.88 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 5 | 33.59 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 6 | 42.97 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 7 | 21.29 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 8 | 13.09 | 25.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 9 | 30.47 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 10 | 32.42 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 11 | 17.97 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 12 | 37.50 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 13 | 31.64 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 14 | 16.02 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 15 | 23.83 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 16 | 31.05 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 17 | 23.63 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 18 | 28.12 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 19 | 26.37 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 20 | 29.49 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 21 | 38.67 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 22 | 22.85 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 23 | 19.53 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 24 | 42.58 | 56.25 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 25 | 26.56 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 26 | 30.08 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 27 | 23.05 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 28 | 34.77 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 29 | 34.38 | 53.12 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 30 | 27.93 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 31 | 28.52 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 32 | 26.37 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 33 | 29.69 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 34 | 36.13 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 35 | 25.78 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 36 | 21.29 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 37 | 34.18 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 38 | 30.27 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 39 | 32.03 | 53.12 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 40 | 25.39 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 41 | 31.05 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 42 | 33.20 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 43 | 27.54 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 44 | 23.63 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 45 | 33.40 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 46 | 25.00 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 47 | 26.17 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 48 | 21.29 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 49 | 35.35 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 50 | 31.05 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 51 | 29.49 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 52 | 39.65 | 53.12 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 53 | 27.93 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 54 | 24.80 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 55 | 21.09 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 56 | 33.59 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 57 | 32.42 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 58 | 39.84 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 59 | 27.15 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 60 | 34.38 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 61 | 36.72 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 62 | 33.98 | 53.12 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 63 | 28.52 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 64 | 24.02 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 65 | 31.64 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 66 | 29.30 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 67 | 26.95 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 68 | 26.76 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 69 | 25.78 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 70 | 23.63 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 71 | 26.76 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D0 · GRPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 72 | 17.77 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d0-69-30B/blob/main/training_logs/20260825_083026_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 1 | 32.03 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 2 | 21.88 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 3 | 33.59 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 4 | 27.54 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 5 | 20.51 | 31.25 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 6 | 32.23 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 7 | 18.36 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 8 | 28.71 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 9 | 29.88 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 10 | 23.24 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 11 | 32.81 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 12 | 30.66 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 13 | 20.70 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 14 | 33.79 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 15 | 25.20 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 16 | 33.40 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 17 | 22.46 | 37.50 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 18 | 29.69 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 19 | 27.54 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 20 | 33.98 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 21 | 28.91 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 22 | 28.52 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 23 | 33.40 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 24 | 27.93 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 25 | 23.83 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 26 | 25.78 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 27 | 34.96 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 28 | 27.15 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 29 | 32.03 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 30 | 26.95 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 31 | 27.93 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 32 | 31.05 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 33 | 33.01 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 34 | 35.74 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 35 | 23.63 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 36 | 30.08 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 37 | 26.76 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 38 | 27.15 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 39 | 30.66 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 40 | 31.25 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 41 | 27.15 | 56.25 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 42 | 22.66 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 43 | 25.78 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 44 | 25.78 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 45 | 29.88 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 46 | 26.56 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 47 | 18.36 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 48 | 25.39 | 42.19 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 49 | 23.05 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 50 | 34.18 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 51 | 26.17 | 45.31 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 52 | 25.98 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 53 | 22.85 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 54 | 24.22 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 55 | 27.54 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 56 | 18.75 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 57 | 22.85 | 40.62 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 58 | 23.24 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 59 | 23.44 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 60 | 28.12 | 51.56 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 61 | 24.61 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 62 | 27.34 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 63 | 16.02 | 34.38 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 64 | 31.25 | 53.12 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 65 | 19.73 | 39.06 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 66 | 24.41 | 48.44 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 67 | 29.88 | 50.00 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 68 | 19.73 | 35.94 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 69 | 32.42 | 54.69 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 70 | 28.91 | 53.12 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 71 | 23.63 | 46.88 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 72 | 21.09 | 43.75 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |
| JTD D5 · GSPO control · checkpoint 69 | Qwen3-Coder-30B-A3B | 73 | 12.89 | 32.81 | 8 | [HF metrics](https://huggingface.co/laion/jtd-d5-69-30B/blob/main/training_logs/20260829_025105_metrics_table.csv) |