Score for iteration 100
Answer Metrics
	Hits@1:  0.0662
	Hits@3:  0.0951
	Hits@5:  0.1073
	Hits@10:  0.1478
	Hits@20:  0.2243
	MRR:  0.0941
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1055
		MRR:  0.1340
	3-Hop
		Hits@1:  0.0091
		MRR:  0.0461
Valid Action Count at Each Step
	Overall Average: 11.5848
		Step 1: 20.9075
		Step 2:  8.9611
		Step 3:  7.8362
		Step 4:  8.6346
Entropy Metrics
	Question Entropy:  1.6680
	Path Entropy:  6.6722
		Step 1:  2.5384
		Step 2:  1.6029
		Step 3:  1.2907
		Step 4:  1.2401
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5882
	Restart Rate:  0.0000
	No-Op Rate:  0.5882
	Cycle Rate:  0.0005
	Backtrack Rate:  0.0000
	Unique Edges:  1.6472
	Redundancy:  0.0039
	Avg Segment Hops:  1.6472
Answer(s) Endpoint Coverage Metrics
	Recall:  0.2796
	Precision:  0.0086
	F1 Score:  0.0166
GT-Edge Overlap Metrics
	Recall:  0.0247
	Precision:  0.0404
	F1 Score:  0.0293
Node-Set Overlap Metrics
	Recall:  0.3386
	Precision:  0.4604
	F1 Score:  0.3840
Path Edit Distance Metrics:
	Overall Average:  0.9764
		2-Hop:  0.9714
		4-Hop:  0.9874
		3-Hop:  0.9825
Relation-Set Overlap Metrics
	Recall:  0.0655
	Precision:  0.1218
	F1 Score:  0.0832
Relation Edit Distance Metrics:
	Overall Average:  0.9378
		2-Hop:  0.9170
		4-Hop:  0.9818
		3-Hop:  0.9643

Score for iteration 200
Answer Metrics
	Hits@1:  0.1915
	Hits@3:  0.2886
	Hits@5:  0.3329
	Hits@10:  0.3907
	Hits@20:  0.4518
	MRR:  0.2583
Per Hop Answer Metrics
	3-Hop
		Hits@1:  0.1913
		MRR:  0.2390
	2-Hop
		Hits@1:  0.2281
		MRR:  0.3072
Valid Action Count at Each Step
	Overall Average: 18.0807
		Step 1: 20.9075
		Step 2: 17.3031
		Step 3: 15.7290
		Step 4: 18.3834
Entropy Metrics
	Question Entropy:  1.0985
	Path Entropy:  4.3941
		Step 1:  1.6091
		Step 2:  1.0880
		Step 3:  0.8545
		Step 4:  0.8425
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5932
	Restart Rate:  0.0000
	No-Op Rate:  0.5932
	Cycle Rate:  0.0158
	Backtrack Rate:  0.0000
	Unique Edges:  1.6272
	Redundancy:  0.0051
	Avg Segment Hops:  1.6272
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5315
	Precision:  0.0207
	F1 Score:  0.0391
GT-Edge Overlap Metrics
	Recall:  0.2404
	Precision:  0.3688
	F1 Score:  0.2834
Node-Set Overlap Metrics
	Recall:  0.5182
	Precision:  0.7087
	F1 Score:  0.5921
Path Edit Distance Metrics:
	Overall Average:  0.7614
		2-Hop:  0.7496
		4-Hop:  0.8911
		3-Hop:  0.7335
Relation-Set Overlap Metrics
	Recall:  0.3073
	Precision:  0.4899
	F1 Score:  0.3689
Relation Edit Distance Metrics:
	Overall Average:  0.6966
		2-Hop:  0.6915
		4-Hop:  0.7905
		3-Hop:  0.6689

Score for iteration 300
Answer Metrics
	Hits@1:  0.2526
	Hits@3:  0.3837
	Hits@5:  0.4287
	Hits@10:  0.4717
	Hits@20:  0.5238
	MRR:  0.3325
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.2974
		MRR:  0.3849
	3-Hop
		Hits@1:  0.2301
		MRR:  0.2992
	4-Hop
		Hits@1:  0.0726
		MRR:  0.1394
Valid Action Count at Each Step
	Overall Average: 20.0935
		Step 1: 20.9075
		Step 2: 18.5968
		Step 3: 17.1069
		Step 4: 23.7628
Entropy Metrics
	Question Entropy:  1.0479
	Path Entropy:  4.1918
		Step 1:  1.5215
		Step 2:  1.0443
		Step 3:  0.8969
		Step 4:  0.7291
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5609
	Restart Rate:  0.0000
	No-Op Rate:  0.5609
	Cycle Rate:  0.0015
	Backtrack Rate:  0.0000
	Unique Edges:  1.7564
	Redundancy:  0.0006
	Avg Segment Hops:  1.7564
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5810
	Precision:  0.0253
	F1 Score:  0.0474
GT-Edge Overlap Metrics
	Recall:  0.2569
	Precision:  0.3384
	F1 Score:  0.2853
Node-Set Overlap Metrics
	Recall:  0.5380
	Precision:  0.6788
	F1 Score:  0.5928
Path Edit Distance Metrics:
	Overall Average:  0.7475
		2-Hop:  0.7059
		4-Hop:  0.8715
		3-Hop:  0.7859
Relation-Set Overlap Metrics
	Recall:  0.3341
	Precision:  0.4666
	F1 Score:  0.3798
Relation Edit Distance Metrics:
	Overall Average:  0.6754
		2-Hop:  0.6407
		4-Hop:  0.8003
		3-Hop:  0.6986

Score for iteration 400
Answer Metrics
	Hits@1:  0.2898
	Hits@3:  0.4299
	Hits@5:  0.4794
	Hits@10:  0.5328
	Hits@20:  0.5887
	MRR:  0.3772
Per Hop Answer Metrics
	3-Hop
		Hits@1:  0.2460
		MRR:  0.3101
	2-Hop
		Hits@1:  0.3358
		MRR:  0.4410
	4-Hop
		Hits@1:  0.1564
		MRR:  0.2077
Valid Action Count at Each Step
	Overall Average: 20.7456
		Step 1: 20.9075
		Step 2: 19.4762
		Step 3: 18.2878
		Step 4: 24.3108
Entropy Metrics
	Question Entropy:  0.9714
	Path Entropy:  3.8856
		Step 1:  1.4180
		Step 2:  0.9415
		Step 3:  0.7569
		Step 4:  0.7692
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5832
	Restart Rate:  0.0000
	No-Op Rate:  0.5832
	Cycle Rate:  0.0041
	Backtrack Rate:  0.0000
	Unique Edges:  1.6671
	Redundancy:  0.0000
	Avg Segment Hops:  1.6671
Answer(s) Endpoint Coverage Metrics
	Recall:  0.6703
	Precision:  0.0213
	F1 Score:  0.0408
GT-Edge Overlap Metrics
	Recall:  0.2960
	Precision:  0.4072
	F1 Score:  0.3347
Node-Set Overlap Metrics
	Recall:  0.5705
	Precision:  0.7448
	F1 Score:  0.6391
Path Edit Distance Metrics:
	Overall Average:  0.7053
		2-Hop:  0.6706
		4-Hop:  0.8575
		3-Hop:  0.7175
Relation-Set Overlap Metrics
	Recall:  0.3781
	Precision:  0.5560
	F1 Score:  0.4393
Relation Edit Distance Metrics:
	Overall Average:  0.6255
		2-Hop:  0.6007
		4-Hop:  0.7346
		3-Hop:  0.6340

Score for iteration 500
Answer Metrics
	Hits@1:  0.3490
	Hits@3:  0.4775
	Hits@5:  0.5186
	Hits@10:  0.5668
	Hits@20:  0.6080
	MRR:  0.4272
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.4211
		MRR:  0.4919
	3-Hop
		Hits@1:  0.2506
		MRR:  0.3433
	4-Hop
		Hits@1:  0.2123
		MRR:  0.2936
Valid Action Count at Each Step
	Overall Average: 24.6552
		Step 1: 20.9075
		Step 2: 22.8328
		Step 3: 23.4617
		Step 4: 31.4188
Entropy Metrics
	Question Entropy:  1.0177
	Path Entropy:  4.0706
		Step 1:  1.4242
		Step 2:  1.1018
		Step 3:  0.9271
		Step 4:  0.6176
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4698
	Restart Rate:  0.0000
	No-Op Rate:  0.4698
	Cycle Rate:  0.0055
	Backtrack Rate:  0.0000
	Unique Edges:  2.1208
	Redundancy:  0.0000
	Avg Segment Hops:  2.1208
Answer(s) Endpoint Coverage Metrics
	Recall:  0.6594
	Precision:  0.0221
	F1 Score:  0.0424
GT-Edge Overlap Metrics
	Recall:  0.3729
	Precision:  0.4078
	F1 Score:  0.3855
Node-Set Overlap Metrics
	Recall:  0.6346
	Precision:  0.7079
	F1 Score:  0.6637
Path Edit Distance Metrics:
	Overall Average:  0.6373
		2-Hop:  0.5872
		4-Hop:  0.7975
		3-Hop:  0.6790
Relation-Set Overlap Metrics
	Recall:  0.4679
	Precision:  0.5354
	F1 Score:  0.4920
Relation Edit Distance Metrics:
	Overall Average:  0.5506
		2-Hop:  0.5195
		4-Hop:  0.6355
		3-Hop:  0.5824

Score for iteration 600
Answer Metrics
	Hits@1:  0.4055
	Hits@3:  0.5141
	Hits@5:  0.5527
	Hits@10:  0.6060
	Hits@20:  0.6645
	MRR:  0.4756
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.4670
		MRR:  0.5365
	3-Hop
		Hits@1:  0.3303
		MRR:  0.4025
	4-Hop
		Hits@1:  0.2682
		MRR:  0.3357
Valid Action Count at Each Step
	Overall Average: 22.3533
		Step 1: 20.9075
		Step 2: 20.2905
		Step 3: 19.8390
		Step 4: 28.3763
Entropy Metrics
	Question Entropy:  1.0711
	Path Entropy:  4.2845
		Step 1:  1.4930
		Step 2:  1.1474
		Step 3:  0.9411
		Step 4:  0.7030
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4915
	Restart Rate:  0.0000
	No-Op Rate:  0.4915
	Cycle Rate:  0.0103
	Backtrack Rate:  0.0000
	Unique Edges:  2.0315
	Redundancy:  0.0007
	Avg Segment Hops:  2.0341
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7320
	Precision:  0.0225
	F1 Score:  0.0434
GT-Edge Overlap Metrics
	Recall:  0.3511
	Precision:  0.3891
	F1 Score:  0.3645
Node-Set Overlap Metrics
	Recall:  0.6150
	Precision:  0.7013
	F1 Score:  0.6487
Path Edit Distance Metrics:
	Overall Average:  0.6579
		2-Hop:  0.5887
		4-Hop:  0.7919
		3-Hop:  0.7511
Relation-Set Overlap Metrics
	Recall:  0.4458
	Precision:  0.5208
	F1 Score:  0.4722
Relation Edit Distance Metrics:
	Overall Average:  0.5706
		2-Hop:  0.5146
		4-Hop:  0.6913
		3-Hop:  0.6410

Score for iteration 700
Answer Metrics
	Hits@1:  0.4878
	Hits@3:  0.6330
	Hits@5:  0.6729
	Hits@10:  0.7192
	Hits@20:  0.7641
	MRR:  0.5728
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.5043
		MRR:  0.5856
	4-Hop
		Hits@1:  0.5754
		MRR:  0.6741
	3-Hop
		Hits@1:  0.4169
		MRR:  0.5042
Valid Action Count at Each Step
	Overall Average: 25.7022
		Step 1: 20.9075
		Step 2: 23.6624
		Step 3: 24.3714
		Step 4: 33.8675
Entropy Metrics
	Question Entropy:  0.7856
	Path Entropy:  3.1423
		Step 1:  1.0441
		Step 2:  0.7811
		Step 3:  0.6322
		Step 4:  0.6849
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4706
	Restart Rate:  0.0000
	No-Op Rate:  0.4706
	Cycle Rate:  0.0086
	Backtrack Rate:  0.0000
	Unique Edges:  2.1163
	Redundancy:  0.0004
	Avg Segment Hops:  2.1176
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8072
	Precision:  0.0246
	F1 Score:  0.0474
GT-Edge Overlap Metrics
	Recall:  0.4335
	Precision:  0.4832
	F1 Score:  0.4521
Node-Set Overlap Metrics
	Recall:  0.6772
	Precision:  0.7618
	F1 Score:  0.7112
Path Edit Distance Metrics:
	Overall Average:  0.5686
		2-Hop:  0.5370
		4-Hop:  0.7011
		3-Hop:  0.5820
Relation-Set Overlap Metrics
	Recall:  0.5327
	Precision:  0.6268
	F1 Score:  0.5670
Relation Edit Distance Metrics:
	Overall Average:  0.4766
		2-Hop:  0.4654
		4-Hop:  0.5321
		3-Hop:  0.4780

Score for iteration 800
Answer Metrics
	Hits@1:  0.4724
	Hits@3:  0.6388
	Hits@5:  0.6870
	Hits@10:  0.7384
	Hits@20:  0.7841
	MRR:  0.5706
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.4765
		MRR:  0.5835
	4-Hop
		Hits@1:  0.5978
		MRR:  0.6834
	3-Hop
		Hits@1:  0.4123
		MRR:  0.4969
Valid Action Count at Each Step
	Overall Average: 31.5394
		Step 1: 20.9075
		Step 2: 32.4937
		Step 3: 31.9589
		Step 4: 40.7976
Entropy Metrics
	Question Entropy:  0.3403
	Path Entropy:  1.3611
		Step 1:  0.2933
		Step 2:  0.2788
		Step 3:  0.3601
		Step 4:  0.4290
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5129
	Restart Rate:  0.0000
	No-Op Rate:  0.5129
	Cycle Rate:  0.0032
	Backtrack Rate:  0.0000
	Unique Edges:  1.9486
	Redundancy:  0.0000
	Avg Segment Hops:  1.9486
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8335
	Precision:  0.0257
	F1 Score:  0.0496
GT-Edge Overlap Metrics
	Recall:  0.4389
	Precision:  0.5170
	F1 Score:  0.4675
Node-Set Overlap Metrics
	Recall:  0.6849
	Precision:  0.8099
	F1 Score:  0.7357
Path Edit Distance Metrics:
	Overall Average:  0.5627
		2-Hop:  0.5316
		4-Hop:  0.6774
		3-Hop:  0.5822
Relation-Set Overlap Metrics
	Recall:  0.5401
	Precision:  0.6831
	F1 Score:  0.5914
Relation Edit Distance Metrics:
	Overall Average:  0.4663
		2-Hop:  0.4595
		4-Hop:  0.4916
		3-Hop:  0.4706

Score for iteration 900
Answer Metrics
	Hits@1:  0.5604
	Hits@3:  0.7012
	Hits@5:  0.7397
	Hits@10:  0.7821
	Hits@20:  0.8213
	MRR:  0.6427
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.5938
		MRR:  0.6737
	4-Hop
		Hits@1:  0.6089
		MRR:  0.6994
	3-Hop
		Hits@1:  0.4692
		MRR:  0.5534
Valid Action Count at Each Step
	Overall Average: 29.6249
		Step 1: 20.9075
		Step 2: 27.7822
		Step 3: 29.8165
		Step 4: 39.9933
Entropy Metrics
	Question Entropy:  0.3713
	Path Entropy:  1.4853
		Step 1:  0.3252
		Step 2:  0.2823
		Step 3:  0.4137
		Step 4:  0.4642
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4635
	Restart Rate:  0.0000
	No-Op Rate:  0.4635
	Cycle Rate:  0.0095
	Backtrack Rate:  0.0000
	Unique Edges:  2.1452
	Redundancy:  0.0002
	Avg Segment Hops:  2.1459
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8760
	Precision:  0.0242
	F1 Score:  0.0468
GT-Edge Overlap Metrics
	Recall:  0.4988
	Precision:  0.5462
	F1 Score:  0.5166
Node-Set Overlap Metrics
	Recall:  0.7283
	Precision:  0.8157
	F1 Score:  0.7638
Path Edit Distance Metrics:
	Overall Average:  0.5047
		2-Hop:  0.4677
		4-Hop:  0.6355
		3-Hop:  0.5306
Relation-Set Overlap Metrics
	Recall:  0.6025
	Precision:  0.7104
	F1 Score:  0.6415
Relation Edit Distance Metrics:
	Overall Average:  0.4101
		2-Hop:  0.3961
		4-Hop:  0.4511
		3-Hop:  0.4233

Score for iteration 1000
Answer Metrics
	Hits@1:  0.5887
	Hits@3:  0.7230
	Hits@5:  0.7751
	Hits@10:  0.8168
	Hits@20:  0.8567
	MRR:  0.6717
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.6205
		MRR:  0.7073
	4-Hop
		Hits@1:  0.6480
		MRR:  0.7269
	3-Hop
		Hits@1:  0.4966
		MRR:  0.5734
Valid Action Count at Each Step
	Overall Average: 31.4326
		Step 1: 20.9075
		Step 2: 30.4778
		Step 3: 33.6253
		Step 4: 40.7197
Entropy Metrics
	Question Entropy:  0.4608
	Path Entropy:  1.8433
		Step 1:  0.4604
		Step 2:  0.4372
		Step 3:  0.4747
		Step 4:  0.4710
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4675
	Restart Rate:  0.0000
	No-Op Rate:  0.4675
	Cycle Rate:  0.0084
	Backtrack Rate:  0.0000
	Unique Edges:  2.1279
	Redundancy:  0.0005
	Avg Segment Hops:  2.1298
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8946
	Precision:  0.0271
	F1 Score:  0.0523
GT-Edge Overlap Metrics
	Recall:  0.4950
	Precision:  0.5476
	F1 Score:  0.5136
Node-Set Overlap Metrics
	Recall:  0.7311
	Precision:  0.8267
	F1 Score:  0.7694
Path Edit Distance Metrics:
	Overall Average:  0.5120
		2-Hop:  0.4918
		4-Hop:  0.5838
		3-Hop:  0.5258
Relation-Set Overlap Metrics
	Recall:  0.5992
	Precision:  0.7134
	F1 Score:  0.6391
Relation Edit Distance Metrics:
	Overall Average:  0.4152
		2-Hop:  0.4106
		4-Hop:  0.4218
		3-Hop:  0.4222

Score for iteration 1100
Answer Metrics
	Hits@1:  0.6305
	Hits@3:  0.7725
	Hits@5:  0.8130
	Hits@10:  0.8496
	Hits@20:  0.8830
	MRR:  0.7124
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.6706
		MRR:  0.7490
	4-Hop
		Hits@1:  0.6760
		MRR:  0.7743
	3-Hop
		Hits@1:  0.5262
		MRR:  0.6089
Valid Action Count at Each Step
	Overall Average: 32.0522
		Step 1: 20.9075
		Step 2: 30.4144
		Step 3: 34.6861
		Step 4: 42.2008
Entropy Metrics
	Question Entropy:  0.3382
	Path Entropy:  1.3529
		Step 1:  0.2534
		Step 2:  0.2787
		Step 3:  0.3688
		Step 4:  0.4520
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4462
	Restart Rate:  0.0000
	No-Op Rate:  0.4462
	Cycle Rate:  0.0103
	Backtrack Rate:  0.0000
	Unique Edges:  2.2082
	Redundancy:  0.0019
	Avg Segment Hops:  2.2153
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9235
	Precision:  0.0273
	F1 Score:  0.0528
GT-Edge Overlap Metrics
	Recall:  0.5163
	Precision:  0.5469
	F1 Score:  0.5269
Node-Set Overlap Metrics
	Recall:  0.7517
	Precision:  0.8283
	F1 Score:  0.7822
Path Edit Distance Metrics:
	Overall Average:  0.4939
		2-Hop:  0.4633
		4-Hop:  0.6299
		3-Hop:  0.5040
Relation-Set Overlap Metrics
	Recall:  0.6283
	Precision:  0.7174
	F1 Score:  0.6596
Relation Edit Distance Metrics:
	Overall Average:  0.3911
		2-Hop:  0.3791
		4-Hop:  0.4358
		3-Hop:  0.3984

Score for iteration 1200
Answer Metrics
	Hits@1:  0.6536
	Hits@3:  0.7731
	Hits@5:  0.8059
	Hits@10:  0.8445
	Hits@20:  0.8753
	MRR:  0.7238
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.6919
		MRR:  0.7611
	4-Hop
		Hits@1:  0.6816
		MRR:  0.7752
	3-Hop
		Hits@1:  0.5604
		MRR:  0.6231
Valid Action Count at Each Step
	Overall Average: 31.9269
		Step 1: 20.9075
		Step 2: 30.6655
		Step 3: 32.9912
		Step 4: 43.1434
Entropy Metrics
	Question Entropy:  0.3039
	Path Entropy:  1.2158
		Step 1:  0.2193
		Step 2:  0.2083
		Step 3:  0.3205
		Step 4:  0.4677
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4703
	Restart Rate:  0.0000
	No-Op Rate:  0.4703
	Cycle Rate:  0.0055
	Backtrack Rate:  0.0000
	Unique Edges:  2.1170
	Redundancy:  0.0006
	Avg Segment Hops:  2.1189
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9010
	Precision:  0.0248
	F1 Score:  0.0480
GT-Edge Overlap Metrics
	Recall:  0.5152
	Precision:  0.5590
	F1 Score:  0.5315
Node-Set Overlap Metrics
	Recall:  0.7496
	Precision:  0.8421
	F1 Score:  0.7869
Path Edit Distance Metrics:
	Overall Average:  0.4886
		2-Hop:  0.4482
		4-Hop:  0.6159
		3-Hop:  0.5230
Relation-Set Overlap Metrics
	Recall:  0.6252
	Precision:  0.7308
	F1 Score:  0.6630
Relation Edit Distance Metrics:
	Overall Average:  0.3869
		2-Hop:  0.3656
		4-Hop:  0.4316
		3-Hop:  0.4144

Score for iteration 1300
Answer Metrics
	Hits@1:  0.6317
	Hits@3:  0.7706
	Hits@5:  0.8072
	Hits@10:  0.8464
	Hits@20:  0.8772
	MRR:  0.7122
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.6908
		MRR:  0.7680
	4-Hop
		Hits@1:  0.6257
		MRR:  0.7280
	3-Hop
		Hits@1:  0.5080
		MRR:  0.5866
Valid Action Count at Each Step
	Overall Average: 30.2644
		Step 1: 20.9075
		Step 2: 28.8988
		Step 3: 29.8727
		Step 4: 41.3786
Entropy Metrics
	Question Entropy:  0.2622
	Path Entropy:  1.0488
		Step 1:  0.1800
		Step 2:  0.1481
		Step 3:  0.2638
		Step 4:  0.4569
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4836
	Restart Rate:  0.0000
	No-Op Rate:  0.4836
	Cycle Rate:  0.0037
	Backtrack Rate:  0.0000
	Unique Edges:  2.0636
	Redundancy:  0.0005
	Avg Segment Hops:  2.0656
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9120
	Precision:  0.0256
	F1 Score:  0.0495
GT-Edge Overlap Metrics
	Recall:  0.5069
	Precision:  0.5565
	F1 Score:  0.5254
Node-Set Overlap Metrics
	Recall:  0.7387
	Precision:  0.8409
	F1 Score:  0.7801
Path Edit Distance Metrics:
	Overall Average:  0.4946
		2-Hop:  0.4479
		4-Hop:  0.6215
		3-Hop:  0.5429
Relation-Set Overlap Metrics
	Recall:  0.6135
	Precision:  0.7295
	F1 Score:  0.6550
Relation Edit Distance Metrics:
	Overall Average:  0.3920
		2-Hop:  0.3615
		4-Hop:  0.4288
		3-Hop:  0.4421

Score for iteration 1400
Answer Metrics
	Hits@1:  0.6748
	Hits@3:  0.7950
	Hits@5:  0.8284
	Hits@10:  0.8631
	Hits@20:  0.9062
	MRR:  0.7456
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7292
		MRR:  0.7967
	4-Hop
		Hits@1:  0.7654
		MRR:  0.8220
	3-Hop
		Hits@1:  0.5216
		MRR:  0.6054
Valid Action Count at Each Step
	Overall Average: 30.1768
		Step 1: 20.9075
		Step 2: 27.1144
		Step 3: 29.3749
		Step 4: 43.3103
Entropy Metrics
	Question Entropy:  0.1967
	Path Entropy:  0.7870
		Step 1:  0.1012
		Step 2:  0.0954
		Step 3:  0.2137
		Step 4:  0.3767
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4865
	Restart Rate:  0.0000
	No-Op Rate:  0.4865
	Cycle Rate:  0.0058
	Backtrack Rate:  0.0000
	Unique Edges:  2.0521
	Redundancy:  0.0006
	Avg Segment Hops:  2.0540
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9409
	Precision:  0.0257
	F1 Score:  0.0496
GT-Edge Overlap Metrics
	Recall:  0.5284
	Precision:  0.5827
	F1 Score:  0.5492
Node-Set Overlap Metrics
	Recall:  0.7563
	Precision:  0.8635
	F1 Score:  0.8003
Path Edit Distance Metrics:
	Overall Average:  0.4727
		2-Hop:  0.4241
		4-Hop:  0.5992
		3-Hop:  0.5251
Relation-Set Overlap Metrics
	Recall:  0.6332
	Precision:  0.7538
	F1 Score:  0.6775
Relation Edit Distance Metrics:
	Overall Average:  0.3722
		2-Hop:  0.3412
		4-Hop:  0.4204
		3-Hop:  0.4189

Score for iteration 1500
Answer Metrics
	Hits@1:  0.6896
	Hits@3:  0.8342
	Hits@5:  0.8618
	Hits@10:  0.8965
	Hits@20:  0.9293
	MRR:  0.7697
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7431
		MRR:  0.8096
	4-Hop
		Hits@1:  0.7486
		MRR:  0.8207
	3-Hop
		Hits@1:  0.5513
		MRR:  0.6639
Valid Action Count at Each Step
	Overall Average: 30.4594
		Step 1: 20.9075
		Step 2: 26.9034
		Step 3: 28.0375
		Step 4: 45.9893
Entropy Metrics
	Question Entropy:  0.1665
	Path Entropy:  0.6659
		Step 1:  0.0990
		Step 2:  0.0829
		Step 3:  0.1596
		Step 4:  0.3245
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4793
	Restart Rate:  0.0000
	No-Op Rate:  0.4793
	Cycle Rate:  0.0048
	Backtrack Rate:  0.0000
	Unique Edges:  2.0823
	Redundancy:  0.0002
	Avg Segment Hops:  2.0829
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9531
	Precision:  0.0271
	F1 Score:  0.0522
GT-Edge Overlap Metrics
	Recall:  0.5448
	Precision:  0.5983
	F1 Score:  0.5654
Node-Set Overlap Metrics
	Recall:  0.7678
	Precision:  0.8690
	F1 Score:  0.8094
Path Edit Distance Metrics:
	Overall Average:  0.4565
		2-Hop:  0.4083
		4-Hop:  0.5992
		3-Hop:  0.5013
Relation-Set Overlap Metrics
	Recall:  0.6470
	Precision:  0.7588
	F1 Score:  0.6883
Relation Edit Distance Metrics:
	Overall Average:  0.3605
		2-Hop:  0.3330
		4-Hop:  0.4148
		3-Hop:  0.3973

Score for iteration 1600
Answer Metrics
	Hits@1:  0.6928
	Hits@3:  0.8226
	Hits@5:  0.8625
	Hits@10:  0.9042
	Hits@20:  0.9325
	MRR:  0.7694
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7367
		MRR:  0.8098
	4-Hop
		Hits@1:  0.6872
		MRR:  0.7657
	3-Hop
		Hits@1:  0.6014
		MRR:  0.6847
Valid Action Count at Each Step
	Overall Average: 29.9092
		Step 1: 20.9075
		Step 2: 26.9568
		Step 3: 28.7119
		Step 4: 43.0605
Entropy Metrics
	Question Entropy:  0.1986
	Path Entropy:  0.7943
		Step 1:  0.1126
		Step 2:  0.1309
		Step 3:  0.1910
		Step 4:  0.3599
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4542
	Restart Rate:  0.0000
	No-Op Rate:  0.4542
	Cycle Rate:  0.0137
	Backtrack Rate:  0.0000
	Unique Edges:  2.1716
	Redundancy:  0.0030
	Avg Segment Hops:  2.1832
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9627
	Precision:  0.0264
	F1 Score:  0.0510
GT-Edge Overlap Metrics
	Recall:  0.5622
	Precision:  0.5991
	F1 Score:  0.5759
Node-Set Overlap Metrics
	Recall:  0.7769
	Precision:  0.8609
	F1 Score:  0.8109
Path Edit Distance Metrics:
	Overall Average:  0.4433
		2-Hop:  0.4064
		4-Hop:  0.5964
		3-Hop:  0.4596
Relation-Set Overlap Metrics
	Recall:  0.6611
	Precision:  0.7535
	F1 Score:  0.6943
Relation Edit Distance Metrics:
	Overall Average:  0.3524
		2-Hop:  0.3300
		4-Hop:  0.4246
		3-Hop:  0.3707

Score for iteration 1700
Answer Metrics
	Hits@1:  0.6864
	Hits@3:  0.8548
	Hits@5:  0.8907
	Hits@10:  0.9190
	Hits@20:  0.9479
	MRR:  0.7779
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7452
		MRR:  0.8248
	4-Hop
		Hits@1:  0.7039
		MRR:  0.7968
	3-Hop
		Hits@1:  0.5535
		MRR:  0.6699
Valid Action Count at Each Step
	Overall Average: 31.2089
		Step 1: 20.9075
		Step 2: 27.4242
		Step 3: 28.9506
		Step 4: 47.5532
Entropy Metrics
	Question Entropy:  0.1366
	Path Entropy:  0.5465
		Step 1:  0.0765
		Step 2:  0.0648
		Step 3:  0.1230
		Step 4:  0.2821
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5000
	Restart Rate:  0.0000
	No-Op Rate:  0.5000
	Cycle Rate:  0.0078
	Backtrack Rate:  0.0000
	Unique Edges:  1.9994
	Redundancy:  0.0002
	Avg Segment Hops:  2.0000
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9627
	Precision:  0.0269
	F1 Score:  0.0521
GT-Edge Overlap Metrics
	Recall:  0.5304
	Precision:  0.6000
	F1 Score:  0.5567
Node-Set Overlap Metrics
	Recall:  0.7647
	Precision:  0.8872
	F1 Score:  0.8148
Path Edit Distance Metrics:
	Overall Average:  0.4702
		2-Hop:  0.4206
		4-Hop:  0.6229
		3-Hop:  0.5140
Relation-Set Overlap Metrics
	Recall:  0.6354
	Precision:  0.7717
	F1 Score:  0.6851
Relation Edit Distance Metrics:
	Overall Average:  0.3681
		2-Hop:  0.3397
		4-Hop:  0.4330
		3-Hop:  0.4024

Score for iteration 1800
Answer Metrics
	Hits@1:  0.7102
	Hits@3:  0.8715
	Hits@5:  0.9023
	Hits@10:  0.9280
	Hits@20:  0.9473
	MRR:  0.7949
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7527
		MRR:  0.8330
	4-Hop
		Hits@1:  0.7430
		MRR:  0.8252
	3-Hop
		Hits@1:  0.6059
		MRR:  0.7014
Valid Action Count at Each Step
	Overall Average: 31.3995
		Step 1: 20.9075
		Step 2: 27.5869
		Step 3: 28.6724
		Step 4: 48.4312
Entropy Metrics
	Question Entropy:  0.1305
	Path Entropy:  0.5219
		Step 1:  0.0672
		Step 2:  0.0649
		Step 3:  0.1446
		Step 4:  0.2452
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4851
	Restart Rate:  0.0000
	No-Op Rate:  0.4851
	Cycle Rate:  0.0072
	Backtrack Rate:  0.0000
	Unique Edges:  2.0572
	Redundancy:  0.0006
	Avg Segment Hops:  2.0598
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9659
	Precision:  0.0273
	F1 Score:  0.0527
GT-Edge Overlap Metrics
	Recall:  0.5654
	Precision:  0.6322
	F1 Score:  0.5899
Node-Set Overlap Metrics
	Recall:  0.7858
	Precision:  0.8960
	F1 Score:  0.8308
Path Edit Distance Metrics:
	Overall Average:  0.4361
		2-Hop:  0.3836
		4-Hop:  0.6075
		3-Hop:  0.4782
Relation-Set Overlap Metrics
	Recall:  0.6716
	Precision:  0.8070
	F1 Score:  0.7204
Relation Edit Distance Metrics:
	Overall Average:  0.3338
		2-Hop:  0.3044
		4-Hop:  0.4078
		3-Hop:  0.3666

Score for iteration 1900
Answer Metrics
	Hits@1:  0.7693
	Hits@3:  0.8837
	Hits@5:  0.9100
	Hits@10:  0.9306
	Hits@20:  0.9531
	MRR:  0.8315
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7964
		MRR:  0.8581
	4-Hop
		Hits@1:  0.7765
		MRR:  0.8338
	3-Hop
		Hits@1:  0.7084
		MRR:  0.7736
Valid Action Count at Each Step
	Overall Average: 32.4066
		Step 1: 20.9075
		Step 2: 27.5489
		Step 3: 29.2300
		Step 4: 51.9399
Entropy Metrics
	Question Entropy:  0.1468
	Path Entropy:  0.5873
		Step 1:  0.0789
		Step 2:  0.0733
		Step 3:  0.1724
		Step 4:  0.2627
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4478
	Restart Rate:  0.0000
	No-Op Rate:  0.4478
	Cycle Rate:  0.0115
	Backtrack Rate:  0.0000
	Unique Edges:  2.2018
	Redundancy:  0.0018
	Avg Segment Hops:  2.2089
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9685
	Precision:  0.0248
	F1 Score:  0.0480
GT-Edge Overlap Metrics
	Recall:  0.6064
	Precision:  0.6349
	F1 Score:  0.6166
Node-Set Overlap Metrics
	Recall:  0.8157
	Precision:  0.8921
	F1 Score:  0.8469
Path Edit Distance Metrics:
	Overall Average:  0.4013
		2-Hop:  0.3555
		4-Hop:  0.5545
		3-Hop:  0.4368
Relation-Set Overlap Metrics
	Recall:  0.7019
	Precision:  0.7891
	F1 Score:  0.7337
Relation Edit Distance Metrics:
	Overall Average:  0.3131
		2-Hop:  0.2885
		4-Hop:  0.3855
		3-Hop:  0.3364

Score for iteration 2000
Answer Metrics
	Hits@1:  0.7738
	Hits@3:  0.8837
	Hits@5:  0.9087
	Hits@10:  0.9312
	Hits@20:  0.9576
	MRR:  0.8340
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8134
		MRR:  0.8681
	4-Hop
		Hits@1:  0.7821
		MRR:  0.8390
	3-Hop
		Hits@1:  0.6856
		MRR:  0.7592
Valid Action Count at Each Step
	Overall Average: 30.8422
		Step 1: 20.9075
		Step 2: 26.6920
		Step 3: 28.8266
		Step 4: 46.9429
Entropy Metrics
	Question Entropy:  0.1333
	Path Entropy:  0.5331
		Step 1:  0.0668
		Step 2:  0.0693
		Step 3:  0.1593
		Step 4:  0.2377
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4502
	Restart Rate:  0.0000
	No-Op Rate:  0.4502
	Cycle Rate:  0.0128
	Backtrack Rate:  0.0000
	Unique Edges:  2.1941
	Redundancy:  0.0014
	Avg Segment Hops:  2.1992
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9762
	Precision:  0.0256
	F1 Score:  0.0496
GT-Edge Overlap Metrics
	Recall:  0.6206
	Precision:  0.6572
	F1 Score:  0.6344
Node-Set Overlap Metrics
	Recall:  0.8202
	Precision:  0.9001
	F1 Score:  0.8528
Path Edit Distance Metrics:
	Overall Average:  0.3835
		2-Hop:  0.3365
		4-Hop:  0.5433
		3-Hop:  0.4186
Relation-Set Overlap Metrics
	Recall:  0.7135
	Precision:  0.8071
	F1 Score:  0.7476
Relation Edit Distance Metrics:
	Overall Average:  0.2971
		2-Hop:  0.2678
		4-Hop:  0.3883
		3-Hop:  0.3227

Score for iteration 2100
Answer Metrics
	Hits@1:  0.8014
	Hits@3:  0.9010
	Hits@5:  0.9261
	Hits@10:  0.9402
	Hits@20:  0.9595
	MRR:  0.8555
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8380
		MRR:  0.8873
	4-Hop
		Hits@1:  0.8212
		MRR:  0.8736
	3-Hop
		Hits@1:  0.7153
		MRR:  0.7802
Valid Action Count at Each Step
	Overall Average: 32.4490
		Step 1: 20.9075
		Step 2: 27.6728
		Step 3: 28.7143
		Step 4: 52.5015
Entropy Metrics
	Question Entropy:  0.1298
	Path Entropy:  0.5192
		Step 1:  0.0629
		Step 2:  0.0577
		Step 3:  0.1572
		Step 4:  0.2414
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4465
	Restart Rate:  0.0000
	No-Op Rate:  0.4465
	Cycle Rate:  0.0061
	Backtrack Rate:  0.0000
	Unique Edges:  2.2127
	Redundancy:  0.0010
	Avg Segment Hops:  2.2140
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9769
	Precision:  0.0258
	F1 Score:  0.0500
GT-Edge Overlap Metrics
	Recall:  0.6212
	Precision:  0.6510
	F1 Score:  0.6326
Node-Set Overlap Metrics
	Recall:  0.8248
	Precision:  0.8948
	F1 Score:  0.8534
Path Edit Distance Metrics:
	Overall Average:  0.3821
		2-Hop:  0.3092
		4-Hop:  0.5824
		3-Hop:  0.4562
Relation-Set Overlap Metrics
	Recall:  0.7241
	Precision:  0.8088
	F1 Score:  0.7551
Relation Edit Distance Metrics:
	Overall Average:  0.2865
		2-Hop:  0.2390
		4-Hop:  0.3939
		3-Hop:  0.3442

Score for iteration 2200
Answer Metrics
	Hits@1:  0.7757
	Hits@3:  0.8850
	Hits@5:  0.9126
	Hits@10:  0.9389
	Hits@20:  0.9518
	MRR:  0.8377
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8113
		MRR:  0.8659
	4-Hop
		Hits@1:  0.8156
		MRR:  0.8681
	3-Hop
		Hits@1:  0.6834
		MRR:  0.7649
Valid Action Count at Each Step
	Overall Average: 31.7774
		Step 1: 20.9075
		Step 2: 26.8947
		Step 3: 27.2286
		Step 4: 52.0790
Entropy Metrics
	Question Entropy:  0.1305
	Path Entropy:  0.5219
		Step 1:  0.0597
		Step 2:  0.0560
		Step 3:  0.1579
		Step 4:  0.2483
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4383
	Restart Rate:  0.0000
	No-Op Rate:  0.4383
	Cycle Rate:  0.0074
	Backtrack Rate:  0.0000
	Unique Edges:  2.2429
	Redundancy:  0.0010
	Avg Segment Hops:  2.2468
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9704
	Precision:  0.0257
	F1 Score:  0.0498
GT-Edge Overlap Metrics
	Recall:  0.6103
	Precision:  0.6361
	F1 Score:  0.6200
Node-Set Overlap Metrics
	Recall:  0.8175
	Precision:  0.8812
	F1 Score:  0.8435
Path Edit Distance Metrics:
	Overall Average:  0.3942
		2-Hop:  0.3249
		4-Hop:  0.5656
		3-Hop:  0.4725
Relation-Set Overlap Metrics
	Recall:  0.7174
	Precision:  0.7969
	F1 Score:  0.7463
Relation Edit Distance Metrics:
	Overall Average:  0.2960
		2-Hop:  0.2494
		4-Hop:  0.3743
		3-Hop:  0.3637

Score for iteration 2300
Answer Metrics
	Hits@1:  0.7712
	Hits@3:  0.8888
	Hits@5:  0.9184
	Hits@10:  0.9338
	Hits@20:  0.9524
	MRR:  0.8367
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8049
		MRR:  0.8653
	4-Hop
		Hits@1:  0.8045
		MRR:  0.8676
	3-Hop
		Hits@1:  0.6856
		MRR:  0.7629
Valid Action Count at Each Step
	Overall Average: 34.1493
		Step 1: 20.9075
		Step 2: 27.1051
		Step 3: 28.6476
		Step 4: 59.9372
Entropy Metrics
	Question Entropy:  0.1335
	Path Entropy:  0.5340
		Step 1:  0.0682
		Step 2:  0.0485
		Step 3:  0.1765
		Step 4:  0.2409
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4332
	Restart Rate:  0.0000
	No-Op Rate:  0.4332
	Cycle Rate:  0.0087
	Backtrack Rate:  0.0000
	Unique Edges:  2.2661
	Redundancy:  0.0004
	Avg Segment Hops:  2.2674
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9672
	Precision:  0.0249
	F1 Score:  0.0483
GT-Edge Overlap Metrics
	Recall:  0.6336
	Precision:  0.6560
	F1 Score:  0.6419
Node-Set Overlap Metrics
	Recall:  0.8261
	Precision:  0.8852
	F1 Score:  0.8501
Path Edit Distance Metrics:
	Overall Average:  0.3739
		2-Hop:  0.3054
		4-Hop:  0.5656
		3-Hop:  0.4421
Relation-Set Overlap Metrics
	Recall:  0.7345
	Precision:  0.8120
	F1 Score:  0.7625
Relation Edit Distance Metrics:
	Overall Average:  0.2789
		2-Hop:  0.2361
		4-Hop:  0.3575
		3-Hop:  0.3383

Score for iteration 2400
Answer Metrics
	Hits@1:  0.7956
	Hits@3:  0.8965
	Hits@5:  0.9216
	Hits@10:  0.9415
	Hits@20:  0.9550
	MRR:  0.8506
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8262
		MRR:  0.8803
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8760
	3-Hop
		Hits@1:  0.7153
		MRR:  0.7769
Valid Action Count at Each Step
	Overall Average: 34.2595
		Step 1: 20.9075
		Step 2: 26.3123
		Step 3: 28.4784
		Step 4: 61.3397
Entropy Metrics
	Question Entropy:  0.1147
	Path Entropy:  0.4589
		Step 1:  0.0660
		Step 2:  0.0468
		Step 3:  0.1315
		Step 4:  0.2146
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4402
	Restart Rate:  0.0000
	No-Op Rate:  0.4402
	Cycle Rate:  0.0066
	Backtrack Rate:  0.0000
	Unique Edges:  2.2378
	Redundancy:  0.0004
	Avg Segment Hops:  2.2391
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9692
	Precision:  0.0246
	F1 Score:  0.0477
GT-Edge Overlap Metrics
	Recall:  0.6326
	Precision:  0.6584
	F1 Score:  0.6423
Node-Set Overlap Metrics
	Recall:  0.8294
	Precision:  0.8939
	F1 Score:  0.8557
Path Edit Distance Metrics:
	Overall Average:  0.3715
		2-Hop:  0.3024
		4-Hop:  0.5712
		3-Hop:  0.4375
Relation-Set Overlap Metrics
	Recall:  0.7361
	Precision:  0.8176
	F1 Score:  0.7656
Relation Edit Distance Metrics:
	Overall Average:  0.2738
		2-Hop:  0.2328
		4-Hop:  0.3520
		3-Hop:  0.3297

Score for iteration 2500
Answer Metrics
	Hits@1:  0.7661
	Hits@3:  0.8927
	Hits@5:  0.9171
	Hits@10:  0.9396
	Hits@20:  0.9531
	MRR:  0.8342
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7910
		MRR:  0.8571
	4-Hop
		Hits@1:  0.8436
		MRR:  0.8910
	3-Hop
		Hits@1:  0.6811
		MRR:  0.7620
Valid Action Count at Each Step
	Overall Average: 37.3585
		Step 1: 20.9075
		Step 2: 33.0657
		Step 3: 37.6136
		Step 4: 57.8471
Entropy Metrics
	Question Entropy:  0.1443
	Path Entropy:  0.5771
		Step 1:  0.0753
		Step 2:  0.0794
		Step 3:  0.1722
		Step 4:  0.2502
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3927
	Restart Rate:  0.0000
	No-Op Rate:  0.3927
	Cycle Rate:  0.0138
	Backtrack Rate:  0.0000
	Unique Edges:  2.4280
	Redundancy:  0.0004
	Avg Segment Hops:  2.4293
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9659
	Precision:  0.0270
	F1 Score:  0.0521
GT-Edge Overlap Metrics
	Recall:  0.6440
	Precision:  0.6414
	F1 Score:  0.6394
Node-Set Overlap Metrics
	Recall:  0.8419
	Precision:  0.8735
	F1 Score:  0.8522
Path Edit Distance Metrics:
	Overall Average:  0.3801
		2-Hop:  0.3282
		4-Hop:  0.5419
		3-Hop:  0.4250
Relation-Set Overlap Metrics
	Recall:  0.7523
	Precision:  0.7929
	F1 Score:  0.7623
Relation Edit Distance Metrics:
	Overall Average:  0.2851
		2-Hop:  0.2544
		4-Hop:  0.3478
		3-Hop:  0.3250

Score for iteration 2600
Answer Metrics
	Hits@1:  0.8033
	Hits@3:  0.9049
	Hits@5:  0.9293
	Hits@10:  0.9441
	Hits@20:  0.9550
	MRR:  0.8585
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8273
		MRR:  0.8823
	4-Hop
		Hits@1:  0.8603
		MRR:  0.9024
	3-Hop
		Hits@1:  0.7289
		MRR:  0.7899
Valid Action Count at Each Step
	Overall Average: 31.0636
		Step 1: 20.9075
		Step 2: 26.4948
		Step 3: 27.4879
		Step 4: 49.3641
Entropy Metrics
	Question Entropy:  0.1153
	Path Entropy:  0.4614
		Step 1:  0.0618
		Step 2:  0.0547
		Step 3:  0.1251
		Step 4:  0.2198
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4349
	Restart Rate:  0.0000
	No-Op Rate:  0.4349
	Cycle Rate:  0.0058
	Backtrack Rate:  0.0000
	Unique Edges:  2.2584
	Redundancy:  0.0005
	Avg Segment Hops:  2.2603
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9730
	Precision:  0.0240
	F1 Score:  0.0465
GT-Edge Overlap Metrics
	Recall:  0.6391
	Precision:  0.6650
	F1 Score:  0.6485
Node-Set Overlap Metrics
	Recall:  0.8345
	Precision:  0.8981
	F1 Score:  0.8600
Path Edit Distance Metrics:
	Overall Average:  0.3659
		2-Hop:  0.3192
		4-Hop:  0.4804
		3-Hop:  0.4189
Relation-Set Overlap Metrics
	Recall:  0.7418
	Precision:  0.8212
	F1 Score:  0.7698
Relation Edit Distance Metrics:
	Overall Average:  0.2700
		2-Hop:  0.2450
		4-Hop:  0.2933
		3-Hop:  0.3138

Score for iteration 2700
Answer Metrics
	Hits@1:  0.8335
	Hits@3:  0.9068
	Hits@5:  0.9287
	Hits@10:  0.9415
	Hits@20:  0.9524
	MRR:  0.8757
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8635
		MRR:  0.9023
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9319
	3-Hop
		Hits@1:  0.7403
		MRR:  0.7958
Valid Action Count at Each Step
	Overall Average: 33.2568
		Step 1: 20.9075
		Step 2: 27.4629
		Step 3: 27.7375
		Step 4: 56.9193
Entropy Metrics
	Question Entropy:  0.1254
	Path Entropy:  0.5018
		Step 1:  0.0653
		Step 2:  0.0548
		Step 3:  0.1389
		Step 4:  0.2428
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4136
	Restart Rate:  0.0000
	No-Op Rate:  0.4136
	Cycle Rate:  0.0093
	Backtrack Rate:  0.0000
	Unique Edges:  2.3425
	Redundancy:  0.0008
	Avg Segment Hops:  2.3458
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9692
	Precision:  0.0242
	F1 Score:  0.0468
GT-Edge Overlap Metrics
	Recall:  0.6636
	Precision:  0.6761
	F1 Score:  0.6670
Node-Set Overlap Metrics
	Recall:  0.8529
	Precision:  0.8999
	F1 Score:  0.8712
Path Edit Distance Metrics:
	Overall Average:  0.3473
		2-Hop:  0.2941
		4-Hop:  0.4749
		3-Hop:  0.4091
Relation-Set Overlap Metrics
	Recall:  0.7687
	Precision:  0.8305
	F1 Score:  0.7896
Relation Edit Distance Metrics:
	Overall Average:  0.2526
		2-Hop:  0.2186
		4-Hop:  0.2919
		3-Hop:  0.3094

Score for iteration 2800
Answer Metrics
	Hits@1:  0.8162
	Hits@3:  0.9023
	Hits@5:  0.9235
	Hits@10:  0.9409
	Hits@20:  0.9550
	MRR:  0.8640
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8486
		MRR:  0.8970
	4-Hop
		Hits@1:  0.8492
		MRR:  0.8846
	3-Hop
		Hits@1:  0.7335
		MRR:  0.7852
Valid Action Count at Each Step
	Overall Average: 30.7731
		Step 1: 20.9075
		Step 2: 25.4450
		Step 3: 26.4605
		Step 4: 50.2794
Entropy Metrics
	Question Entropy:  0.1068
	Path Entropy:  0.4273
		Step 1:  0.0555
		Step 2:  0.0370
		Step 3:  0.1182
		Step 4:  0.2166
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4513
	Restart Rate:  0.0000
	No-Op Rate:  0.4513
	Cycle Rate:  0.0033
	Backtrack Rate:  0.0000
	Unique Edges:  2.1941
	Redundancy:  0.0008
	Avg Segment Hops:  2.1947
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9730
	Precision:  0.0225
	F1 Score:  0.0437
GT-Edge Overlap Metrics
	Recall:  0.6358
	Precision:  0.6716
	F1 Score:  0.6495
Node-Set Overlap Metrics
	Recall:  0.8320
	Precision:  0.9086
	F1 Score:  0.8633
Path Edit Distance Metrics:
	Overall Average:  0.3664
		2-Hop:  0.3117
		4-Hop:  0.5293
		3-Hop:  0.4169
Relation-Set Overlap Metrics
	Recall:  0.7411
	Precision:  0.8372
	F1 Score:  0.7758
Relation Edit Distance Metrics:
	Overall Average:  0.2656
		2-Hop:  0.2321
		4-Hop:  0.3394
		3-Hop:  0.3073

Score for iteration 2900
Answer Metrics
	Hits@1:  0.8194
	Hits@3:  0.9075
	Hits@5:  0.9280
	Hits@10:  0.9396
	Hits@20:  0.9524
	MRR:  0.8659
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8785
		MRR:  0.9134
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8819
	3-Hop
		Hits@1:  0.6879
		MRR:  0.7578
Valid Action Count at Each Step
	Overall Average: 31.8858
		Step 1: 20.9075
		Step 2: 26.8856
		Step 3: 27.6679
		Step 4: 52.0824
Entropy Metrics
	Question Entropy:  0.0979
	Path Entropy:  0.3916
		Step 1:  0.0516
		Step 2:  0.0334
		Step 3:  0.1025
		Step 4:  0.2041
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4700
	Restart Rate:  0.0000
	No-Op Rate:  0.4700
	Cycle Rate:  0.0046
	Backtrack Rate:  0.0000
	Unique Edges:  2.1195
	Redundancy:  0.0015
	Avg Segment Hops:  2.1202
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9704
	Precision:  0.0227
	F1 Score:  0.0442
GT-Edge Overlap Metrics
	Recall:  0.6192
	Precision:  0.6607
	F1 Score:  0.6356
Node-Set Overlap Metrics
	Recall:  0.8217
	Precision:  0.9113
	F1 Score:  0.8587
Path Edit Distance Metrics:
	Overall Average:  0.3814
		2-Hop:  0.2832
		4-Hop:  0.5796
		3-Hop:  0.5103
Relation-Set Overlap Metrics
	Recall:  0.7287
	Precision:  0.8361
	F1 Score:  0.7687
Relation Edit Distance Metrics:
	Overall Average:  0.2758
		2-Hop:  0.2079
		4-Hop:  0.3785
		3-Hop:  0.3791

Score for iteration 3000
Answer Metrics
	Hits@1:  0.8335
	Hits@3:  0.9126
	Hits@5:  0.9325
	Hits@10:  0.9447
	Hits@20:  0.9576
	MRR:  0.8777
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8678
		MRR:  0.9064
	4-Hop
		Hits@1:  0.8436
		MRR:  0.8881
	3-Hop
		Hits@1:  0.7563
		MRR:  0.8122
Valid Action Count at Each Step
	Overall Average: 32.0815
		Step 1: 20.9075
		Step 2: 25.4039
		Step 3: 27.1887
		Step 4: 54.8258
Entropy Metrics
	Question Entropy:  0.0930
	Path Entropy:  0.3720
		Step 1:  0.0452
		Step 2:  0.0322
		Step 3:  0.0936
		Step 4:  0.2011
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4508
	Restart Rate:  0.0000
	No-Op Rate:  0.4508
	Cycle Rate:  0.0039
	Backtrack Rate:  0.0000
	Unique Edges:  2.1967
	Redundancy:  0.0006
	Avg Segment Hops:  2.1967
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9730
	Precision:  0.0231
	F1 Score:  0.0449
GT-Edge Overlap Metrics
	Recall:  0.6491
	Precision:  0.6814
	F1 Score:  0.6619
Node-Set Overlap Metrics
	Recall:  0.8414
	Precision:  0.9153
	F1 Score:  0.8720
Path Edit Distance Metrics:
	Overall Average:  0.3528
		2-Hop:  0.2839
		4-Hop:  0.5726
		3-Hop:  0.4104
Relation-Set Overlap Metrics
	Recall:  0.7544
	Precision:  0.8487
	F1 Score:  0.7892
Relation Edit Distance Metrics:
	Overall Average:  0.2517
		2-Hop:  0.2070
		4-Hop:  0.3687
		3-Hop:  0.2995

Score for iteration 3100
Answer Metrics
	Hits@1:  0.8201
	Hits@3:  0.9139
	Hits@5:  0.9293
	Hits@10:  0.9428
	Hits@20:  0.9531
	MRR:  0.8699
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8603
		MRR:  0.9037
	4-Hop
		Hits@1:  0.8156
		MRR:  0.8752
	3-Hop
		Hits@1:  0.7358
		MRR:  0.7956
Valid Action Count at Each Step
	Overall Average: 30.3372
		Step 1: 20.9075
		Step 2: 25.6670
		Step 3: 26.0653
		Step 4: 48.7092
Entropy Metrics
	Question Entropy:  0.0972
	Path Entropy:  0.3889
		Step 1:  0.0445
		Step 2:  0.0367
		Step 3:  0.0947
		Step 4:  0.2129
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4566
	Restart Rate:  0.0000
	No-Op Rate:  0.4566
	Cycle Rate:  0.0042
	Backtrack Rate:  0.0000
	Unique Edges:  2.1722
	Redundancy:  0.0004
	Avg Segment Hops:  2.1735
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9730
	Precision:  0.0230
	F1 Score:  0.0447
GT-Edge Overlap Metrics
	Recall:  0.6481
	Precision:  0.6851
	F1 Score:  0.6626
Node-Set Overlap Metrics
	Recall:  0.8370
	Precision:  0.9165
	F1 Score:  0.8699
Path Edit Distance Metrics:
	Overall Average:  0.3538
		2-Hop:  0.2862
		4-Hop:  0.5209
		3-Hop:  0.4300
Relation-Set Overlap Metrics
	Recall:  0.7499
	Precision:  0.8505
	F1 Score:  0.7869
Relation Edit Distance Metrics:
	Overall Average:  0.2549
		2-Hop:  0.2084
		4-Hop:  0.3436
		3-Hop:  0.3180

Score for iteration 3200
Answer Metrics
	Hits@1:  0.8239
	Hits@3:  0.9152
	Hits@5:  0.9351
	Hits@10:  0.9479
	Hits@20:  0.9569
	MRR:  0.8727
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8657
		MRR:  0.9074
	4-Hop
		Hits@1:  0.8659
		MRR:  0.9046
	3-Hop
		Hits@1:  0.7175
		MRR:  0.7854
Valid Action Count at Each Step
	Overall Average: 31.8169
		Step 1: 20.9075
		Step 2: 26.6201
		Step 3: 27.3802
		Step 4: 52.3597
Entropy Metrics
	Question Entropy:  0.0995
	Path Entropy:  0.3979
		Step 1:  0.0444
		Step 2:  0.0343
		Step 3:  0.1072
		Step 4:  0.2119
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4438
	Restart Rate:  0.0000
	No-Op Rate:  0.4438
	Cycle Rate:  0.0028
	Backtrack Rate:  0.0000
	Unique Edges:  2.2243
	Redundancy:  0.0002
	Avg Segment Hops:  2.2249
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9717
	Precision:  0.0222
	F1 Score:  0.0433
GT-Edge Overlap Metrics
	Recall:  0.6439
	Precision:  0.6727
	F1 Score:  0.6548
Node-Set Overlap Metrics
	Recall:  0.8380
	Precision:  0.9069
	F1 Score:  0.8661
Path Edit Distance Metrics:
	Overall Average:  0.3604
		2-Hop:  0.3010
		4-Hop:  0.5042
		3-Hop:  0.4288
Relation-Set Overlap Metrics
	Recall:  0.7473
	Precision:  0.8367
	F1 Score:  0.7795
Relation Edit Distance Metrics:
	Overall Average:  0.2591
		2-Hop:  0.2187
		4-Hop:  0.3212
		3-Hop:  0.3199

Score for iteration 3300
Answer Metrics
	Hits@1:  0.8014
	Hits@3:  0.9017
	Hits@5:  0.9254
	Hits@10:  0.9402
	Hits@20:  0.9557
	MRR:  0.8567
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8369
		MRR:  0.8903
	4-Hop
		Hits@1:  0.8436
		MRR:  0.8832
	3-Hop
		Hits@1:  0.7084
		MRR:  0.7740
Valid Action Count at Each Step
	Overall Average: 32.2616
		Step 1: 20.9075
		Step 2: 25.5741
		Step 3: 26.8591
		Step 4: 55.7059
Entropy Metrics
	Question Entropy:  0.1049
	Path Entropy:  0.4197
		Step 1:  0.0529
		Step 2:  0.0347
		Step 3:  0.1230
		Step 4:  0.2091
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4478
	Restart Rate:  0.0000
	No-Op Rate:  0.4478
	Cycle Rate:  0.0017
	Backtrack Rate:  0.0000
	Unique Edges:  2.2089
	Redundancy:  0.0000
	Avg Segment Hops:  2.2089
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9698
	Precision:  0.0212
	F1 Score:  0.0413
GT-Edge Overlap Metrics
	Recall:  0.6325
	Precision:  0.6601
	F1 Score:  0.6433
Node-Set Overlap Metrics
	Recall:  0.8300
	Precision:  0.8989
	F1 Score:  0.8585
Path Edit Distance Metrics:
	Overall Average:  0.3703
		2-Hop:  0.3056
		4-Hop:  0.5321
		3-Hop:  0.4425
Relation-Set Overlap Metrics
	Recall:  0.7287
	Precision:  0.8140
	F1 Score:  0.7599
Relation Edit Distance Metrics:
	Overall Average:  0.2777
		2-Hop:  0.2312
		4-Hop:  0.3547
		3-Hop:  0.3457

Score for iteration 3400
Answer Metrics
	Hits@1:  0.8194
	Hits@3:  0.9158
	Hits@5:  0.9332
	Hits@10:  0.9505
	Hits@20:  0.9666
	MRR:  0.8703
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8465
		MRR:  0.8941
	4-Hop
		Hits@1:  0.8101
		MRR:  0.8780
	3-Hop
		Hits@1:  0.7654
		MRR:  0.8164
Valid Action Count at Each Step
	Overall Average: 32.9135
		Step 1: 20.9075
		Step 2: 25.6917
		Step 3: 27.2323
		Step 4: 57.8226
Entropy Metrics
	Question Entropy:  0.0941
	Path Entropy:  0.3762
		Step 1:  0.0466
		Step 2:  0.0326
		Step 3:  0.1095
		Step 4:  0.1876
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4308
	Restart Rate:  0.0000
	No-Op Rate:  0.4308
	Cycle Rate:  0.0070
	Backtrack Rate:  0.0000
	Unique Edges:  2.2757
	Redundancy:  0.0004
	Avg Segment Hops:  2.2770
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9801
	Precision:  0.0224
	F1 Score:  0.0437
GT-Edge Overlap Metrics
	Recall:  0.6673
	Precision:  0.6878
	F1 Score:  0.6748
Node-Set Overlap Metrics
	Recall:  0.8507
	Precision:  0.9070
	F1 Score:  0.8735
Path Edit Distance Metrics:
	Overall Average:  0.3397
		2-Hop:  0.2758
		4-Hop:  0.5475
		3-Hop:  0.3914
Relation-Set Overlap Metrics
	Recall:  0.7651
	Precision:  0.8373
	F1 Score:  0.7909
Relation Edit Distance Metrics:
	Overall Average:  0.2483
		2-Hop:  0.2088
		4-Hop:  0.3603
		3-Hop:  0.2872

Score for iteration 3500
Answer Metrics
	Hits@1:  0.8162
	Hits@3:  0.9081
	Hits@5:  0.9254
	Hits@10:  0.9402
	Hits@20:  0.9563
	MRR:  0.8649
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8390
		MRR:  0.8895
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8817
	3-Hop
		Hits@1:  0.7585
		MRR:  0.8054
Valid Action Count at Each Step
	Overall Average: 30.8762
		Step 1: 20.9075
		Step 2: 26.2210
		Step 3: 25.6479
		Step 4: 50.7286
Entropy Metrics
	Question Entropy:  0.0909
	Path Entropy:  0.3635
		Step 1:  0.0409
		Step 2:  0.0313
		Step 3:  0.0940
		Step 4:  0.1973
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4277
	Restart Rate:  0.0000
	No-Op Rate:  0.4277
	Cycle Rate:  0.0138
	Backtrack Rate:  0.0000
	Unique Edges:  2.2866
	Redundancy:  0.0007
	Avg Segment Hops:  2.2892
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9698
	Precision:  0.0218
	F1 Score:  0.0424
GT-Edge Overlap Metrics
	Recall:  0.6692
	Precision:  0.6921
	F1 Score:  0.6776
Node-Set Overlap Metrics
	Recall:  0.8510
	Precision:  0.9117
	F1 Score:  0.8757
Path Edit Distance Metrics:
	Overall Average:  0.3361
		2-Hop:  0.2797
		4-Hop:  0.4930
		3-Hop:  0.3926
Relation-Set Overlap Metrics
	Recall:  0.7654
	Precision:  0.8446
	F1 Score:  0.7939
Relation Edit Distance Metrics:
	Overall Average:  0.2469
		2-Hop:  0.2104
		4-Hop:  0.3338
		3-Hop:  0.2897

Score for iteration 3600
Answer Metrics
	Hits@1:  0.8046
	Hits@3:  0.9023
	Hits@5:  0.9177
	Hits@10:  0.9377
	Hits@20:  0.9512
	MRR:  0.8566
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8721
		MRR:  0.9131
	4-Hop
		Hits@1:  0.8045
		MRR:  0.8612
	3-Hop
		Hits@1:  0.6606
		MRR:  0.7340
Valid Action Count at Each Step
	Overall Average: 31.1718
		Step 1: 20.9075
		Step 2: 24.6245
		Step 3: 24.8076
		Step 4: 54.3475
Entropy Metrics
	Question Entropy:  0.0737
	Path Entropy:  0.2947
		Step 1:  0.0327
		Step 2:  0.0217
		Step 3:  0.0678
		Step 4:  0.1725
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4741
	Restart Rate:  0.0000
	No-Op Rate:  0.4741
	Cycle Rate:  0.0015
	Backtrack Rate:  0.0000
	Unique Edges:  2.1035
	Redundancy:  0.0006
	Avg Segment Hops:  2.1035
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9743
	Precision:  0.0211
	F1 Score:  0.0411
GT-Edge Overlap Metrics
	Recall:  0.6239
	Precision:  0.6727
	F1 Score:  0.6432
Node-Set Overlap Metrics
	Recall:  0.8242
	Precision:  0.9171
	F1 Score:  0.8629
Path Edit Distance Metrics:
	Overall Average:  0.3764
		2-Hop:  0.2825
		4-Hop:  0.5712
		3-Hop:  0.4977
Relation-Set Overlap Metrics
	Recall:  0.7276
	Precision:  0.8415
	F1 Score:  0.7701
Relation Edit Distance Metrics:
	Overall Average:  0.2756
		2-Hop:  0.2068
		4-Hop:  0.3813
		3-Hop:  0.3795

Score for iteration 3700
Answer Metrics
	Hits@1:  0.8085
	Hits@3:  0.9100
	Hits@5:  0.9312
	Hits@10:  0.9428
	Hits@20:  0.9537
	MRR:  0.8622
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8614
		MRR:  0.9046
	4-Hop
		Hits@1:  0.7709
		MRR:  0.8420
	3-Hop
		Hits@1:  0.7107
		MRR:  0.7799
Valid Action Count at Each Step
	Overall Average: 29.6593
		Step 1: 20.9075
		Step 2: 24.3773
		Step 3: 25.6024
		Step 4: 47.7502
Entropy Metrics
	Question Entropy:  0.0746
	Path Entropy:  0.2985
		Step 1:  0.0298
		Step 2:  0.0214
		Step 3:  0.0739
		Step 4:  0.1734
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4569
	Restart Rate:  0.0000
	No-Op Rate:  0.4569
	Cycle Rate:  0.0021
	Backtrack Rate:  0.0000
	Unique Edges:  2.1722
	Redundancy:  0.0000
	Avg Segment Hops:  2.1722
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9801
	Precision:  0.0223
	F1 Score:  0.0434
GT-Edge Overlap Metrics
	Recall:  0.6434
	Precision:  0.6837
	F1 Score:  0.6589
Node-Set Overlap Metrics
	Recall:  0.8369
	Precision:  0.9175
	F1 Score:  0.8700
Path Edit Distance Metrics:
	Overall Average:  0.3583
		2-Hop:  0.3045
		4-Hop:  0.5447
		3-Hop:  0.3973
Relation-Set Overlap Metrics
	Recall:  0.7468
	Precision:  0.8511
	F1 Score:  0.7847
Relation Edit Distance Metrics:
	Overall Average:  0.2578
		2-Hop:  0.2205
		4-Hop:  0.3645
		3-Hop:  0.2940

Score for iteration 3800
Answer Metrics
	Hits@1:  0.7333
	Hits@3:  0.8689
	Hits@5:  0.8991
	Hits@10:  0.9293
	Hits@20:  0.9492
	MRR:  0.8082
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8529
		MRR:  0.8934
	3-Hop
		Hits@1:  0.6059
		MRR:  0.7109
	4-Hop
		Hits@1:  0.4190
		MRR:  0.6006
Valid Action Count at Each Step
	Overall Average: 29.1482
		Step 1: 20.9075
		Step 2: 24.1251
		Step 3: 24.8976
		Step 4: 46.6628
Entropy Metrics
	Question Entropy:  0.0769
	Path Entropy:  0.3076
		Step 1:  0.0319
		Step 2:  0.0219
		Step 3:  0.0696
		Step 4:  0.1842
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4592
	Restart Rate:  0.0000
	No-Op Rate:  0.4592
	Cycle Rate:  0.0042
	Backtrack Rate:  0.0000
	Unique Edges:  2.1632
	Redundancy:  0.0000
	Avg Segment Hops:  2.1632
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9788
	Precision:  0.0232
	F1 Score:  0.0450
GT-Edge Overlap Metrics
	Recall:  0.6299
	Precision:  0.6769
	F1 Score:  0.6477
Node-Set Overlap Metrics
	Recall:  0.8228
	Precision:  0.9061
	F1 Score:  0.8565
Path Edit Distance Metrics:
	Overall Average:  0.3734
		2-Hop:  0.2962
		4-Hop:  0.6145
		3-Hop:  0.4400
Relation-Set Overlap Metrics
	Recall:  0.7283
	Precision:  0.8342
	F1 Score:  0.7664
Relation Edit Distance Metrics:
	Overall Average:  0.2818
		2-Hop:  0.2226
		4-Hop:  0.4525
		3-Hop:  0.3385

Score for iteration 3900
Answer Metrics
	Hits@1:  0.8316
	Hits@3:  0.9139
	Hits@5:  0.9312
	Hits@10:  0.9467
	Hits@20:  0.9589
	MRR:  0.8765
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8742
		MRR:  0.9122
	4-Hop
		Hits@1:  0.8492
		MRR:  0.8941
	3-Hop
		Hits@1:  0.7335
		MRR:  0.7930
Valid Action Count at Each Step
	Overall Average: 32.4445
		Step 1: 20.9075
		Step 2: 24.6063
		Step 3: 25.8550
		Step 4: 58.4094
Entropy Metrics
	Question Entropy:  0.0705
	Path Entropy:  0.2819
		Step 1:  0.0320
		Step 2:  0.0255
		Step 3:  0.0721
		Step 4:  0.1523
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4383
	Restart Rate:  0.0000
	No-Op Rate:  0.4383
	Cycle Rate:  0.0039
	Backtrack Rate:  0.0000
	Unique Edges:  2.2468
	Redundancy:  0.0000
	Avg Segment Hops:  2.2468
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9794
	Precision:  0.0217
	F1 Score:  0.0422
GT-Edge Overlap Metrics
	Recall:  0.6605
	Precision:  0.6923
	F1 Score:  0.6730
Node-Set Overlap Metrics
	Recall:  0.8495
	Precision:  0.9141
	F1 Score:  0.8759
Path Edit Distance Metrics:
	Overall Average:  0.3428
		2-Hop:  0.2708
		4-Hop:  0.5684
		3-Hop:  0.4047
Relation-Set Overlap Metrics
	Recall:  0.7648
	Precision:  0.8500
	F1 Score:  0.7959
Relation Edit Distance Metrics:
	Overall Average:  0.2447
		2-Hop:  0.1978
		4-Hop:  0.3645
		3-Hop:  0.2961

Score for iteration 4000
Answer Metrics
	Hits@1:  0.8252
	Hits@3:  0.9100
	Hits@5:  0.9261
	Hits@10:  0.9467
	Hits@20:  0.9589
	MRR:  0.8715
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8603
		MRR:  0.9029
	4-Hop
		Hits@1:  0.8603
		MRR:  0.8945
	3-Hop
		Hits@1:  0.7358
		MRR:  0.7951
Valid Action Count at Each Step
	Overall Average: 31.5518
		Step 1: 20.9075
		Step 2: 23.9655
		Step 3: 25.0822
		Step 4: 56.2518
Entropy Metrics
	Question Entropy:  0.0690
	Path Entropy:  0.2758
		Step 1:  0.0282
		Step 2:  0.0199
		Step 3:  0.0652
		Step 4:  0.1626
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4613
	Restart Rate:  0.0000
	No-Op Rate:  0.4613
	Cycle Rate:  0.0021
	Backtrack Rate:  0.0000
	Unique Edges:  2.1549
	Redundancy:  0.0006
	Avg Segment Hops:  2.1549
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9814
	Precision:  0.0210
	F1 Score:  0.0409
GT-Edge Overlap Metrics
	Recall:  0.6237
	Precision:  0.6652
	F1 Score:  0.6398
Node-Set Overlap Metrics
	Recall:  0.8313
	Precision:  0.9164
	F1 Score:  0.8662
Path Edit Distance Metrics:
	Overall Average:  0.3781
		2-Hop:  0.3124
		4-Hop:  0.5964
		3-Hop:  0.4294
Relation-Set Overlap Metrics
	Recall:  0.7361
	Precision:  0.8446
	F1 Score:  0.7756
Relation Edit Distance Metrics:
	Overall Average:  0.2694
		2-Hop:  0.2262
		4-Hop:  0.3980
		3-Hop:  0.3092

Score for iteration 4100
Answer Metrics
	Hits@1:  0.7976
	Hits@3:  0.9004
	Hits@5:  0.9184
	Hits@10:  0.9415
	Hits@20:  0.9595
	MRR:  0.8547
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8262
		MRR:  0.8843
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9121
	3-Hop
		Hits@1:  0.7016
		MRR:  0.7682
Valid Action Count at Each Step
	Overall Average: 34.1719
		Step 1: 20.9075
		Step 2: 26.8885
		Step 3: 28.9125
		Step 4: 59.9791
Entropy Metrics
	Question Entropy:  0.0782
	Path Entropy:  0.3129
		Step 1:  0.0291
		Step 2:  0.0317
		Step 3:  0.0822
		Step 4:  0.1699
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4423
	Restart Rate:  0.0000
	No-Op Rate:  0.4423
	Cycle Rate:  0.0114
	Backtrack Rate:  0.0000
	Unique Edges:  2.2301
	Redundancy:  0.0008
	Avg Segment Hops:  2.2307
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9820
	Precision:  0.0222
	F1 Score:  0.0432
GT-Edge Overlap Metrics
	Recall:  0.6388
	Precision:  0.6717
	F1 Score:  0.6502
Node-Set Overlap Metrics
	Recall:  0.8376
	Precision:  0.9147
	F1 Score:  0.8686
Path Edit Distance Metrics:
	Overall Average:  0.3743
		2-Hop:  0.3191
		4-Hop:  0.5265
		3-Hop:  0.4300
Relation-Set Overlap Metrics
	Recall:  0.7447
	Precision:  0.8398
	F1 Score:  0.7777
Relation Edit Distance Metrics:
	Overall Average:  0.2717
		2-Hop:  0.2347
		4-Hop:  0.3478
		3-Hop:  0.3197

Score for iteration 4200
Answer Metrics
	Hits@1:  0.8265
	Hits@3:  0.9145
	Hits@5:  0.9280
	Hits@10:  0.9460
	Hits@20:  0.9653
	MRR:  0.8729
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8486
		MRR:  0.8937
	4-Hop
		Hits@1:  0.8492
		MRR:  0.8893
	3-Hop
		Hits@1:  0.7699
		MRR:  0.8218
Valid Action Count at Each Step
	Overall Average: 34.0666
		Step 1: 20.9075
		Step 2: 24.5141
		Step 3: 25.8451
		Step 4: 64.9998
Entropy Metrics
	Question Entropy:  0.0727
	Path Entropy:  0.2910
		Step 1:  0.0306
		Step 2:  0.0241
		Step 3:  0.0690
		Step 4:  0.1673
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4468
	Restart Rate:  0.0000
	No-Op Rate:  0.4468
	Cycle Rate:  0.0024
	Backtrack Rate:  0.0000
	Unique Edges:  2.2127
	Redundancy:  0.0006
	Avg Segment Hops:  2.2127
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9801
	Precision:  0.0217
	F1 Score:  0.0421
GT-Edge Overlap Metrics
	Recall:  0.6343
	Precision:  0.6643
	F1 Score:  0.6461
Node-Set Overlap Metrics
	Recall:  0.8372
	Precision:  0.9086
	F1 Score:  0.8666
Path Edit Distance Metrics:
	Overall Average:  0.3677
		2-Hop:  0.3081
		4-Hop:  0.5517
		3-Hop:  0.4201
Relation-Set Overlap Metrics
	Recall:  0.7445
	Precision:  0.8368
	F1 Score:  0.7784
Relation Edit Distance Metrics:
	Overall Average:  0.2622
		2-Hop:  0.2265
		4-Hop:  0.3603
		3-Hop:  0.2982

Score for iteration 4300
Answer Metrics
	Hits@1:  0.8361
	Hits@3:  0.9113
	Hits@5:  0.9274
	Hits@10:  0.9441
	Hits@20:  0.9614
	MRR:  0.8779
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8710
		MRR:  0.9087
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8777
	3-Hop
		Hits@1:  0.7654
		MRR:  0.8123
Valid Action Count at Each Step
	Overall Average: 32.5726
		Step 1: 20.9075
		Step 2: 28.2100
		Step 3: 27.9225
		Step 4: 53.2506
Entropy Metrics
	Question Entropy:  0.0700
	Path Entropy:  0.2801
		Step 1:  0.0311
		Step 2:  0.0307
		Step 3:  0.0688
		Step 4:  0.1495
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4481
	Restart Rate:  0.0000
	No-Op Rate:  0.4481
	Cycle Rate:  0.0039
	Backtrack Rate:  0.0000
	Unique Edges:  2.2076
	Redundancy:  0.0006
	Avg Segment Hops:  2.2076
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9826
	Precision:  0.0239
	F1 Score:  0.0462
GT-Edge Overlap Metrics
	Recall:  0.6557
	Precision:  0.6910
	F1 Score:  0.6695
Node-Set Overlap Metrics
	Recall:  0.8479
	Precision:  0.9236
	F1 Score:  0.8791
Path Edit Distance Metrics:
	Overall Average:  0.3458
		2-Hop:  0.2912
		4-Hop:  0.4749
		3-Hop:  0.4098
Relation-Set Overlap Metrics
	Recall:  0.7614
	Precision:  0.8610
	F1 Score:  0.7978
Relation Edit Distance Metrics:
	Overall Average:  0.2434
		2-Hop:  0.2093
		4-Hop:  0.3017
		3-Hop:  0.2925

Score for iteration 4400
Answer Metrics
	Hits@1:  0.8451
	Hits@3:  0.9177
	Hits@5:  0.9332
	Hits@10:  0.9473
	Hits@20:  0.9634
	MRR:  0.8855
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8785
		MRR:  0.9141
	4-Hop
		Hits@1:  0.7989
		MRR:  0.8604
	3-Hop
		Hits@1:  0.7927
		MRR:  0.8347
Valid Action Count at Each Step
	Overall Average: 32.8335
		Step 1: 20.9075
		Step 2: 30.0579
		Step 3: 29.8976
		Step 4: 50.4709
Entropy Metrics
	Question Entropy:  0.0808
	Path Entropy:  0.3233
		Step 1:  0.0368
		Step 2:  0.0354
		Step 3:  0.0836
		Step 4:  0.1676
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4335
	Restart Rate:  0.0000
	No-Op Rate:  0.4335
	Cycle Rate:  0.0072
	Backtrack Rate:  0.0000
	Unique Edges:  2.2635
	Redundancy:  0.0008
	Avg Segment Hops:  2.2661
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9826
	Precision:  0.0241
	F1 Score:  0.0468
GT-Edge Overlap Metrics
	Recall:  0.6789
	Precision:  0.7064
	F1 Score:  0.6894
Node-Set Overlap Metrics
	Recall:  0.8627
	Precision:  0.9258
	F1 Score:  0.8885
Path Edit Distance Metrics:
	Overall Average:  0.3246
		2-Hop:  0.2676
		4-Hop:  0.4888
		3-Hop:  0.3795
Relation-Set Overlap Metrics
	Recall:  0.7813
	Precision:  0.8640
	F1 Score:  0.8115
Relation Edit Distance Metrics:
	Overall Average:  0.2295
		2-Hop:  0.1931
		4-Hop:  0.3282
		3-Hop:  0.2671

Score for iteration 4500
Answer Metrics
	Hits@1:  0.8323
	Hits@3:  0.9197
	Hits@5:  0.9441
	Hits@10:  0.9589
	Hits@20:  0.9749
	MRR:  0.8802
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8614
		MRR:  0.9040
	4-Hop
		Hits@1:  0.8212
		MRR:  0.8760
	3-Hop
		Hits@1:  0.7745
		MRR:  0.8312
Valid Action Count at Each Step
	Overall Average: 33.5565
		Step 1: 20.9075
		Step 2: 29.3815
		Step 3: 28.2400
		Step 4: 55.6972
Entropy Metrics
	Question Entropy:  0.0717
	Path Entropy:  0.2869
		Step 1:  0.0208
		Step 2:  0.0309
		Step 3:  0.0684
		Step 4:  0.1667
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4409
	Restart Rate:  0.0000
	No-Op Rate:  0.4409
	Cycle Rate:  0.0045
	Backtrack Rate:  0.0000
	Unique Edges:  2.2359
	Redundancy:  0.0002
	Avg Segment Hops:  2.2365
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0233
	F1 Score:  0.0451
GT-Edge Overlap Metrics
	Recall:  0.6477
	Precision:  0.6738
	F1 Score:  0.6579
Node-Set Overlap Metrics
	Recall:  0.8434
	Precision:  0.9101
	F1 Score:  0.8707
Path Edit Distance Metrics:
	Overall Average:  0.3549
		2-Hop:  0.2950
		4-Hop:  0.5363
		3-Hop:  0.4091
Relation-Set Overlap Metrics
	Recall:  0.7543
	Precision:  0.8411
	F1 Score:  0.7857
Relation Edit Distance Metrics:
	Overall Average:  0.2530
		2-Hop:  0.2136
		4-Hop:  0.3534
		3-Hop:  0.2963

Score for iteration 4600
Answer Metrics
	Hits@1:  0.8226
	Hits@3:  0.9267
	Hits@5:  0.9492
	Hits@10:  0.9634
	Hits@20:  0.9762
	MRR:  0.8782
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8252
		MRR:  0.8838
	4-Hop
		Hits@1:  0.8547
		MRR:  0.8947
	3-Hop
		Hits@1:  0.8041
		MRR:  0.8597
Valid Action Count at Each Step
	Overall Average: 36.2918
		Step 1: 20.9075
		Step 2: 31.5529
		Step 3: 35.7161
		Step 4: 56.9908
Entropy Metrics
	Question Entropy:  0.0821
	Path Entropy:  0.3284
		Step 1:  0.0339
		Step 2:  0.0393
		Step 3:  0.0897
		Step 4:  0.1655
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4237
	Restart Rate:  0.0000
	No-Op Rate:  0.4237
	Cycle Rate:  0.0155
	Backtrack Rate:  0.0000
	Unique Edges:  2.3046
	Redundancy:  0.0008
	Avg Segment Hops:  2.3053
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0235
	F1 Score:  0.0456
GT-Edge Overlap Metrics
	Recall:  0.6338
	Precision:  0.6546
	F1 Score:  0.6403
Node-Set Overlap Metrics
	Recall:  0.8397
	Precision:  0.9029
	F1 Score:  0.8646
Path Edit Distance Metrics:
	Overall Average:  0.3772
		2-Hop:  0.3459
		4-Hop:  0.5098
		3-Hop:  0.3901
Relation-Set Overlap Metrics
	Recall:  0.7457
	Precision:  0.8240
	F1 Score:  0.7717
Relation Edit Distance Metrics:
	Overall Average:  0.2745
		2-Hop:  0.2611
		4-Hop:  0.3240
		3-Hop:  0.2830

Score for iteration 4700
Answer Metrics
	Hits@1:  0.8181
	Hits@3:  0.9190
	Hits@5:  0.9415
	Hits@10:  0.9595
	Hits@20:  0.9762
	MRR:  0.8728
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8316
		MRR:  0.8846
	4-Hop
		Hits@1:  0.8436
		MRR:  0.8919
	3-Hop
		Hits@1:  0.7790
		MRR:  0.8398
Valid Action Count at Each Step
	Overall Average: 36.6389
		Step 1: 20.9075
		Step 2: 31.6432
		Step 3: 34.5517
		Step 4: 59.4534
Entropy Metrics
	Question Entropy:  0.0789
	Path Entropy:  0.3154
		Step 1:  0.0238
		Step 2:  0.0337
		Step 3:  0.0807
		Step 4:  0.1772
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4470
	Restart Rate:  0.0000
	No-Op Rate:  0.4470
	Cycle Rate:  0.0094
	Backtrack Rate:  0.0000
	Unique Edges:  2.2108
	Redundancy:  0.0003
	Avg Segment Hops:  2.2121
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0229
	F1 Score:  0.0446
GT-Edge Overlap Metrics
	Recall:  0.6207
	Precision:  0.6497
	F1 Score:  0.6316
Node-Set Overlap Metrics
	Recall:  0.8312
	Precision:  0.9081
	F1 Score:  0.8625
Path Edit Distance Metrics:
	Overall Average:  0.3856
		2-Hop:  0.3312
		4-Hop:  0.5601
		3-Hop:  0.4305
Relation-Set Overlap Metrics
	Recall:  0.7343
	Precision:  0.8293
	F1 Score:  0.7685
Relation Edit Distance Metrics:
	Overall Average:  0.2786
		2-Hop:  0.2468
		4-Hop:  0.3687
		3-Hop:  0.3098

Score for iteration 4800
Answer Metrics
	Hits@1:  0.8503
	Hits@3:  0.9306
	Hits@5:  0.9492
	Hits@10:  0.9666
	Hits@20:  0.9762
	MRR:  0.8938
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8699
		MRR:  0.9068
	4-Hop
		Hits@1:  0.8156
		MRR:  0.8752
	3-Hop
		Hits@1:  0.8223
		MRR:  0.8738
Valid Action Count at Each Step
	Overall Average: 34.9717
		Step 1: 20.9075
		Step 2: 31.8581
		Step 3: 36.7416
		Step 4: 50.3797
Entropy Metrics
	Question Entropy:  0.0726
	Path Entropy:  0.2902
		Step 1:  0.0322
		Step 2:  0.0413
		Step 3:  0.0761
		Step 4:  0.1406
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4275
	Restart Rate:  0.0000
	No-Op Rate:  0.4275
	Cycle Rate:  0.0154
	Backtrack Rate:  0.0000
	Unique Edges:  2.2879
	Redundancy:  0.0005
	Avg Segment Hops:  2.2898
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0247
	F1 Score:  0.0479
GT-Edge Overlap Metrics
	Recall:  0.6728
	Precision:  0.6952
	F1 Score:  0.6808
Node-Set Overlap Metrics
	Recall:  0.8609
	Precision:  0.9241
	F1 Score:  0.8865
Path Edit Distance Metrics:
	Overall Average:  0.3344
		2-Hop:  0.2802
		4-Hop:  0.5223
		3-Hop:  0.3736
Relation-Set Overlap Metrics
	Recall:  0.7762
	Precision:  0.8527
	F1 Score:  0.8032
Relation Edit Distance Metrics:
	Overall Average:  0.2403
		2-Hop:  0.2086
		4-Hop:  0.3436
		3-Hop:  0.2659

Score for iteration 4900
Answer Metrics
	Hits@1:  0.8451
	Hits@3:  0.9364
	Hits@5:  0.9499
	Hits@10:  0.9627
	Hits@20:  0.9775
	MRR:  0.8930
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8465
		MRR:  0.8978
	4-Hop
		Hits@1:  0.8659
		MRR:  0.9037
	3-Hop
		Hits@1:  0.8337
		MRR:  0.8784
Valid Action Count at Each Step
	Overall Average: 33.6788
		Step 1: 20.9075
		Step 2: 26.3148
		Step 3: 30.8692
		Step 4: 56.6239
Entropy Metrics
	Question Entropy:  0.0655
	Path Entropy:  0.2620
		Step 1:  0.0264
		Step 2:  0.0231
		Step 3:  0.0709
		Step 4:  0.1416
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4314
	Restart Rate:  0.0000
	No-Op Rate:  0.4314
	Cycle Rate:  0.0059
	Backtrack Rate:  0.0000
	Unique Edges:  2.2725
	Redundancy:  0.0006
	Avg Segment Hops:  2.2744
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9878
	Precision:  0.0219
	F1 Score:  0.0426
GT-Edge Overlap Metrics
	Recall:  0.6547
	Precision:  0.6778
	F1 Score:  0.6631
Node-Set Overlap Metrics
	Recall:  0.8520
	Precision:  0.9134
	F1 Score:  0.8767
Path Edit Distance Metrics:
	Overall Average:  0.3516
		2-Hop:  0.3102
		4-Hop:  0.5112
		3-Hop:  0.3751
Relation-Set Overlap Metrics
	Recall:  0.7614
	Precision:  0.8431
	F1 Score:  0.7903
Relation Edit Distance Metrics:
	Overall Average:  0.2535
		2-Hop:  0.2360
		4-Hop:  0.3282
		3-Hop:  0.2606

Score for iteration 5000
Answer Metrics
	Hits@1:  0.8490
	Hits@3:  0.9293
	Hits@5:  0.9499
	Hits@10:  0.9614
	Hits@20:  0.9762
	MRR:  0.8942
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8539
		MRR:  0.9029
	4-Hop
		Hits@1:  0.8603
		MRR:  0.8980
	3-Hop
		Hits@1:  0.8337
		MRR:  0.8740
Valid Action Count at Each Step
	Overall Average: 34.2807
		Step 1: 20.9075
		Step 2: 28.3657
		Step 3: 33.1384
		Step 4: 54.7112
Entropy Metrics
	Question Entropy:  0.0651
	Path Entropy:  0.2605
		Step 1:  0.0239
		Step 2:  0.0272
		Step 3:  0.0722
		Step 4:  0.1373
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4372
	Restart Rate:  0.0000
	No-Op Rate:  0.4372
	Cycle Rate:  0.0104
	Backtrack Rate:  0.0000
	Unique Edges:  2.2506
	Redundancy:  0.0002
	Avg Segment Hops:  2.2513
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0230
	F1 Score:  0.0447
GT-Edge Overlap Metrics
	Recall:  0.6477
	Precision:  0.6744
	F1 Score:  0.6572
Node-Set Overlap Metrics
	Recall:  0.8480
	Precision:  0.9180
	F1 Score:  0.8762
Path Edit Distance Metrics:
	Overall Average:  0.3578
		2-Hop:  0.3162
		4-Hop:  0.5154
		3-Hop:  0.3823
Relation-Set Overlap Metrics
	Recall:  0.7553
	Precision:  0.8441
	F1 Score:  0.7864
Relation Edit Distance Metrics:
	Overall Average:  0.2564
		2-Hop:  0.2348
		4-Hop:  0.3338
		3-Hop:  0.2709

Score for iteration 5100
Answer Metrics
	Hits@1:  0.8387
	Hits@3:  0.9306
	Hits@5:  0.9454
	Hits@10:  0.9582
	Hits@20:  0.9769
	MRR:  0.8874
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8358
		MRR:  0.8901
	4-Hop
		Hits@1:  0.8659
		MRR:  0.9010
	3-Hop
		Hits@1:  0.8337
		MRR:  0.8760
Valid Action Count at Each Step
	Overall Average: 35.6846
		Step 1: 20.9075
		Step 2: 28.0270
		Step 3: 31.7754
		Step 4: 62.0286
Entropy Metrics
	Question Entropy:  0.0639
	Path Entropy:  0.2555
		Step 1:  0.0224
		Step 2:  0.0228
		Step 3:  0.0639
		Step 4:  0.1464
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4275
	Restart Rate:  0.0000
	No-Op Rate:  0.4275
	Cycle Rate:  0.0078
	Backtrack Rate:  0.0000
	Unique Edges:  2.2892
	Redundancy:  0.0002
	Avg Segment Hops:  2.2898
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0215
	F1 Score:  0.0418
GT-Edge Overlap Metrics
	Recall:  0.6539
	Precision:  0.6745
	F1 Score:  0.6609
Node-Set Overlap Metrics
	Recall:  0.8503
	Precision:  0.9084
	F1 Score:  0.8736
Path Edit Distance Metrics:
	Overall Average:  0.3536
		2-Hop:  0.3172
		4-Hop:  0.5223
		3-Hop:  0.3626
Relation-Set Overlap Metrics
	Recall:  0.7563
	Precision:  0.8315
	F1 Score:  0.7824
Relation Edit Distance Metrics:
	Overall Average:  0.2579
		2-Hop:  0.2431
		4-Hop:  0.3464
		3-Hop:  0.2536

Score for iteration 5200
Answer Metrics
	Hits@1:  0.8528
	Hits@3:  0.9434
	Hits@5:  0.9557
	Hits@10:  0.9640
	Hits@20:  0.9769
	MRR:  0.8992
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8667
		MRR:  0.9095
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9181
	3-Hop
		Hits@1:  0.8132
		MRR:  0.8694
Valid Action Count at Each Step
	Overall Average: 35.0981
		Step 1: 20.9075
		Step 2: 28.3022
		Step 3: 34.9102
		Step 4: 56.2724
Entropy Metrics
	Question Entropy:  0.0665
	Path Entropy:  0.2662
		Step 1:  0.0242
		Step 2:  0.0285
		Step 3:  0.0713
		Step 4:  0.1422
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4250
	Restart Rate:  0.0000
	No-Op Rate:  0.4250
	Cycle Rate:  0.0103
	Backtrack Rate:  0.0000
	Unique Edges:  2.2995
	Redundancy:  0.0002
	Avg Segment Hops:  2.3001
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9884
	Precision:  0.0229
	F1 Score:  0.0443
GT-Edge Overlap Metrics
	Recall:  0.6671
	Precision:  0.6871
	F1 Score:  0.6740
Node-Set Overlap Metrics
	Recall:  0.8592
	Precision:  0.9167
	F1 Score:  0.8823
Path Edit Distance Metrics:
	Overall Average:  0.3403
		2-Hop:  0.2846
		4-Hop:  0.5391
		3-Hop:  0.3783
Relation-Set Overlap Metrics
	Recall:  0.7712
	Precision:  0.8443
	F1 Score:  0.7967
Relation Edit Distance Metrics:
	Overall Average:  0.2460
		2-Hop:  0.2121
		4-Hop:  0.3547
		3-Hop:  0.2741

Score for iteration 5300
Answer Metrics
	Hits@1:  0.8175
	Hits@3:  0.9139
	Hits@5:  0.9383
	Hits@10:  0.9602
	Hits@20:  0.9762
	MRR:  0.8708
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8401
		MRR:  0.8908
	4-Hop
		Hits@1:  0.8492
		MRR:  0.8901
	3-Hop
		Hits@1:  0.7563
		MRR:  0.8201
Valid Action Count at Each Step
	Overall Average: 39.7602
		Step 1: 20.9075
		Step 2: 41.7814
		Step 3: 42.5502
		Step 4: 53.8019
Entropy Metrics
	Question Entropy:  0.0789
	Path Entropy:  0.3157
		Step 1:  0.0403
		Step 2:  0.0544
		Step 3:  0.0777
		Step 4:  0.1433
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4076
	Restart Rate:  0.0000
	No-Op Rate:  0.4076
	Cycle Rate:  0.0323
	Backtrack Rate:  0.0000
	Unique Edges:  2.3509
	Redundancy:  0.0047
	Avg Segment Hops:  2.3695
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9865
	Precision:  0.0261
	F1 Score:  0.0504
GT-Edge Overlap Metrics
	Recall:  0.6164
	Precision:  0.6306
	F1 Score:  0.6192
Node-Set Overlap Metrics
	Recall:  0.8294
	Precision:  0.8936
	F1 Score:  0.8543
Path Edit Distance Metrics:
	Overall Average:  0.4010
		2-Hop:  0.3322
		4-Hop:  0.6159
		3-Hop:  0.4605
Relation-Set Overlap Metrics
	Recall:  0.7314
	Precision:  0.7970
	F1 Score:  0.7513
Relation Edit Distance Metrics:
	Overall Average:  0.3015
		2-Hop:  0.2521
		4-Hop:  0.4441
		3-Hop:  0.3489

Score for iteration 5400
Answer Metrics
	Hits@1:  0.8265
	Hits@3:  0.9267
	Hits@5:  0.9454
	Hits@10:  0.9595
	Hits@20:  0.9769
	MRR:  0.8806
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8380
		MRR:  0.8925
	4-Hop
		Hits@1:  0.8492
		MRR:  0.8850
	3-Hop
		Hits@1:  0.7927
		MRR:  0.8534
Valid Action Count at Each Step
	Overall Average: 35.9796
		Step 1: 20.9075
		Step 2: 32.0969
		Step 3: 34.5663
		Step 4: 56.3478
Entropy Metrics
	Question Entropy:  0.0620
	Path Entropy:  0.2478
		Step 1:  0.0273
		Step 2:  0.0275
		Step 3:  0.0585
		Step 4:  0.1346
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4208
	Restart Rate:  0.0000
	No-Op Rate:  0.4208
	Cycle Rate:  0.0244
	Backtrack Rate:  0.0000
	Unique Edges:  2.3136
	Redundancy:  0.0008
	Avg Segment Hops:  2.3168
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0230
	F1 Score:  0.0446
GT-Edge Overlap Metrics
	Recall:  0.6460
	Precision:  0.6679
	F1 Score:  0.6536
Node-Set Overlap Metrics
	Recall:  0.8473
	Precision:  0.9129
	F1 Score:  0.8738
Path Edit Distance Metrics:
	Overall Average:  0.3615
		2-Hop:  0.3071
		4-Hop:  0.5447
		3-Hop:  0.4030
Relation-Set Overlap Metrics
	Recall:  0.7537
	Precision:  0.8305
	F1 Score:  0.7802
Relation Edit Distance Metrics:
	Overall Average:  0.2652
		2-Hop:  0.2357
		4-Hop:  0.3575
		3-Hop:  0.2906

Score for iteration 5500
Answer Metrics
	Hits@1:  0.8265
	Hits@3:  0.9235
	Hits@5:  0.9422
	Hits@10:  0.9614
	Hits@20:  0.9724
	MRR:  0.8774
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8412
		MRR:  0.8865
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8785
	3-Hop
		Hits@1:  0.7950
		MRR:  0.8574
Valid Action Count at Each Step
	Overall Average: 33.2402
		Step 1: 20.9075
		Step 2: 30.1163
		Step 3: 31.1173
		Step 4: 50.8197
Entropy Metrics
	Question Entropy:  0.0551
	Path Entropy:  0.2206
		Step 1:  0.0291
		Step 2:  0.0219
		Step 3:  0.0503
		Step 4:  0.1193
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4156
	Restart Rate:  0.0000
	No-Op Rate:  0.4156
	Cycle Rate:  0.0200
	Backtrack Rate:  0.0000
	Unique Edges:  2.3355
	Redundancy:  0.0024
	Avg Segment Hops:  2.3374
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9865
	Precision:  0.0225
	F1 Score:  0.0438
GT-Edge Overlap Metrics
	Recall:  0.6548
	Precision:  0.6736
	F1 Score:  0.6605
Node-Set Overlap Metrics
	Recall:  0.8496
	Precision:  0.9095
	F1 Score:  0.8728
Path Edit Distance Metrics:
	Overall Average:  0.3552
		2-Hop:  0.3174
		4-Hop:  0.5265
		3-Hop:  0.3660
Relation-Set Overlap Metrics
	Recall:  0.7646
	Precision:  0.8358
	F1 Score:  0.7877
Relation Edit Distance Metrics:
	Overall Average:  0.2585
		2-Hop:  0.2393
		4-Hop:  0.3547
		3-Hop:  0.2604

Score for iteration 5600
Answer Metrics
	Hits@1:  0.8355
	Hits@3:  0.9235
	Hits@5:  0.9428
	Hits@10:  0.9634
	Hits@20:  0.9749
	MRR:  0.8829
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8582
		MRR:  0.9039
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8683
	3-Hop
		Hits@1:  0.7904
		MRR:  0.8440
Valid Action Count at Each Step
	Overall Average: 34.9088
		Step 1: 20.9075
		Step 2: 31.6180
		Step 3: 33.5134
		Step 4: 53.5965
Entropy Metrics
	Question Entropy:  0.0507
	Path Entropy:  0.2029
		Step 1:  0.0188
		Step 2:  0.0238
		Step 3:  0.0479
		Step 4:  0.1125
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4261
	Restart Rate:  0.0000
	No-Op Rate:  0.4261
	Cycle Rate:  0.0275
	Backtrack Rate:  0.0000
	Unique Edges:  2.2776
	Redundancy:  0.0058
	Avg Segment Hops:  2.2956
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9884
	Precision:  0.0223
	F1 Score:  0.0432
GT-Edge Overlap Metrics
	Recall:  0.6444
	Precision:  0.6670
	F1 Score:  0.6518
Node-Set Overlap Metrics
	Recall:  0.8402
	Precision:  0.9153
	F1 Score:  0.8705
Path Edit Distance Metrics:
	Overall Average:  0.3663
		2-Hop:  0.3043
		4-Hop:  0.5978
		3-Hop:  0.4043
Relation-Set Overlap Metrics
	Recall:  0.7512
	Precision:  0.8297
	F1 Score:  0.7776
Relation Edit Distance Metrics:
	Overall Average:  0.2685
		2-Hop:  0.2263
		4-Hop:  0.4218
		3-Hop:  0.2963

Score for iteration 5700
Answer Metrics
	Hits@1:  0.8265
	Hits@3:  0.9319
	Hits@5:  0.9479
	Hits@10:  0.9634
	Hits@20:  0.9756
	MRR:  0.8797
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8401
		MRR:  0.8916
	4-Hop
		Hits@1:  0.8045
		MRR:  0.8618
	3-Hop
		Hits@1:  0.8064
		MRR:  0.8615
Valid Action Count at Each Step
	Overall Average: 32.0296
		Step 1: 20.9075
		Step 2: 29.3807
		Step 3: 28.7010
		Step 4: 49.1290
Entropy Metrics
	Question Entropy:  0.0553
	Path Entropy:  0.2213
		Step 1:  0.0249
		Step 2:  0.0211
		Step 3:  0.0549
		Step 4:  0.1203
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4404
	Restart Rate:  0.0000
	No-Op Rate:  0.4404
	Cycle Rate:  0.0081
	Backtrack Rate:  0.0000
	Unique Edges:  2.2359
	Redundancy:  0.0007
	Avg Segment Hops:  2.2384
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9871
	Precision:  0.0217
	F1 Score:  0.0423
GT-Edge Overlap Metrics
	Recall:  0.6519
	Precision:  0.6793
	F1 Score:  0.6620
Node-Set Overlap Metrics
	Recall:  0.8462
	Precision:  0.9163
	F1 Score:  0.8747
Path Edit Distance Metrics:
	Overall Average:  0.3531
		2-Hop:  0.3117
		4-Hop:  0.5405
		3-Hop:  0.3652
Relation-Set Overlap Metrics
	Recall:  0.7551
	Precision:  0.8409
	F1 Score:  0.7859
Relation Edit Distance Metrics:
	Overall Average:  0.2567
		2-Hop:  0.2346
		4-Hop:  0.3631
		3-Hop:  0.2606

Score for iteration 5800
Answer Metrics
	Hits@1:  0.7898
	Hits@3:  0.9261
	Hits@5:  0.9396
	Hits@10:  0.9582
	Hits@20:  0.9743
	MRR:  0.8606
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8507
		MRR:  0.8995
	4-Hop
		Hits@1:  0.6536
		MRR:  0.7813
	3-Hop
		Hits@1:  0.7153
		MRR:  0.8096
Valid Action Count at Each Step
	Overall Average: 31.6230
		Step 1: 20.9075
		Step 2: 29.3685
		Step 3: 28.6971
		Step 4: 47.5191
Entropy Metrics
	Question Entropy:  0.0526
	Path Entropy:  0.2105
		Step 1:  0.0291
		Step 2:  0.0205
		Step 3:  0.0499
		Step 4:  0.1111
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4579
	Restart Rate:  0.0000
	No-Op Rate:  0.4579
	Cycle Rate:  0.0044
	Backtrack Rate:  0.0000
	Unique Edges:  2.1677
	Redundancy:  0.0008
	Avg Segment Hops:  2.1684
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9878
	Precision:  0.0215
	F1 Score:  0.0419
GT-Edge Overlap Metrics
	Recall:  0.6440
	Precision:  0.6923
	F1 Score:  0.6617
Node-Set Overlap Metrics
	Recall:  0.8374
	Precision:  0.9244
	F1 Score:  0.8723
Path Edit Distance Metrics:
	Overall Average:  0.3587
		2-Hop:  0.3115
		4-Hop:  0.5489
		3-Hop:  0.3821
Relation-Set Overlap Metrics
	Recall:  0.7522
	Precision:  0.8638
	F1 Score:  0.7917
Relation Edit Distance Metrics:
	Overall Average:  0.2579
		2-Hop:  0.2267
		4-Hop:  0.3827
		3-Hop:  0.2737

Score for iteration 5900
Answer Metrics
	Hits@1:  0.8297
	Hits@3:  0.9107
	Hits@5:  0.9389
	Hits@10:  0.9595
	Hits@20:  0.9737
	MRR:  0.8781
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8486
		MRR:  0.8933
	4-Hop
		Hits@1:  0.8045
		MRR:  0.8631
	3-Hop
		Hits@1:  0.7995
		MRR:  0.8518
Valid Action Count at Each Step
	Overall Average: 33.1918
		Step 1: 20.9075
		Step 2: 31.3568
		Step 3: 31.9991
		Step 4: 48.5039
Entropy Metrics
	Question Entropy:  0.0653
	Path Entropy:  0.2611
		Step 1:  0.0305
		Step 2:  0.0288
		Step 3:  0.0692
		Step 4:  0.1327
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4263
	Restart Rate:  0.0000
	No-Op Rate:  0.4263
	Cycle Rate:  0.0150
	Backtrack Rate:  0.0000
	Unique Edges:  2.2924
	Redundancy:  0.0008
	Avg Segment Hops:  2.2950
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0219
	F1 Score:  0.0426
GT-Edge Overlap Metrics
	Recall:  0.6677
	Precision:  0.6892
	F1 Score:  0.6757
Node-Set Overlap Metrics
	Recall:  0.8507
	Precision:  0.9117
	F1 Score:  0.8755
Path Edit Distance Metrics:
	Overall Average:  0.3377
		2-Hop:  0.2910
		4-Hop:  0.5419
		3-Hop:  0.3540
Relation-Set Overlap Metrics
	Recall:  0.7683
	Precision:  0.8461
	F1 Score:  0.7962
Relation Edit Distance Metrics:
	Overall Average:  0.2455
		2-Hop:  0.2189
		4-Hop:  0.3659
		3-Hop:  0.2532

Score for iteration 6000
Answer Metrics
	Hits@1:  0.8490
	Hits@3:  0.9312
	Hits@5:  0.9486
	Hits@10:  0.9653
	Hits@20:  0.9788
	MRR:  0.8936
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8582
		MRR:  0.9037
	4-Hop
		Hits@1:  0.8101
		MRR:  0.8542
	3-Hop
		Hits@1:  0.8451
		MRR:  0.8882
Valid Action Count at Each Step
	Overall Average: 33.7595
		Step 1: 20.9075
		Step 2: 27.8203
		Step 3: 30.8302
		Step 4: 55.4799
Entropy Metrics
	Question Entropy:  0.0489
	Path Entropy:  0.1954
		Step 1:  0.0193
		Step 2:  0.0146
		Step 3:  0.0520
		Step 4:  0.1096
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4475
	Restart Rate:  0.0000
	No-Op Rate:  0.4475
	Cycle Rate:  0.0046
	Backtrack Rate:  0.0000
	Unique Edges:  2.2102
	Redundancy:  0.0000
	Avg Segment Hops:  2.2102
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0216
	F1 Score:  0.0420
GT-Edge Overlap Metrics
	Recall:  0.6513
	Precision:  0.6808
	F1 Score:  0.6631
Node-Set Overlap Metrics
	Recall:  0.8476
	Precision:  0.9192
	F1 Score:  0.8770
Path Edit Distance Metrics:
	Overall Average:  0.3500
		2-Hop:  0.2982
		4-Hop:  0.5950
		3-Hop:  0.3610
Relation-Set Overlap Metrics
	Recall:  0.7623
	Precision:  0.8537
	F1 Score:  0.7958
Relation Edit Distance Metrics:
	Overall Average:  0.2457
		2-Hop:  0.2162
		4-Hop:  0.3980
		3-Hop:  0.2466

Score for iteration 6100
Answer Metrics
	Hits@1:  0.8393
	Hits@3:  0.9267
	Hits@5:  0.9460
	Hits@10:  0.9634
	Hits@20:  0.9794
	MRR:  0.8876
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8454
		MRR:  0.8960
	4-Hop
		Hits@1:  0.7933
		MRR:  0.8454
	3-Hop
		Hits@1:  0.8451
		MRR:  0.8867
Valid Action Count at Each Step
	Overall Average: 32.4815
		Step 1: 20.9075
		Step 2: 27.9705
		Step 3: 30.4828
		Step 4: 50.5654
Entropy Metrics
	Question Entropy:  0.0474
	Path Entropy:  0.1895
		Step 1:  0.0218
		Step 2:  0.0191
		Step 3:  0.0525
		Step 4:  0.0961
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4275
	Restart Rate:  0.0000
	No-Op Rate:  0.4275
	Cycle Rate:  0.0123
	Backtrack Rate:  0.0000
	Unique Edges:  2.2879
	Redundancy:  0.0006
	Avg Segment Hops:  2.2898
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0219
	F1 Score:  0.0427
GT-Edge Overlap Metrics
	Recall:  0.6821
	Precision:  0.7016
	F1 Score:  0.6890
Node-Set Overlap Metrics
	Recall:  0.8630
	Precision:  0.9228
	F1 Score:  0.8872
Path Edit Distance Metrics:
	Overall Average:  0.3242
		2-Hop:  0.2855
		4-Hop:  0.5293
		3-Hop:  0.3233
Relation-Set Overlap Metrics
	Recall:  0.7807
	Precision:  0.8573
	F1 Score:  0.8080
Relation Edit Distance Metrics:
	Overall Average:  0.2323
		2-Hop:  0.2136
		4-Hop:  0.3534
		3-Hop:  0.2229

Score for iteration 6200
Answer Metrics
	Hits@1:  0.8342
	Hits@3:  0.9280
	Hits@5:  0.9454
	Hits@10:  0.9602
	Hits@20:  0.9814
	MRR:  0.8846
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8358
		MRR:  0.8893
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8673
	3-Hop
		Hits@1:  0.8337
		MRR:  0.8814
Valid Action Count at Each Step
	Overall Average: 33.5777
		Step 1: 20.9075
		Step 2: 29.3238
		Step 3: 31.9720
		Step 4: 52.1074
Entropy Metrics
	Question Entropy:  0.0516
	Path Entropy:  0.2062
		Step 1:  0.0172
		Step 2:  0.0216
		Step 3:  0.0577
		Step 4:  0.1097
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4267
	Restart Rate:  0.0000
	No-Op Rate:  0.4267
	Cycle Rate:  0.0146
	Backtrack Rate:  0.0000
	Unique Edges:  2.2924
	Redundancy:  0.0002
	Avg Segment Hops:  2.2931
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0216
	F1 Score:  0.0420
GT-Edge Overlap Metrics
	Recall:  0.6645
	Precision:  0.6881
	F1 Score:  0.6732
Node-Set Overlap Metrics
	Recall:  0.8550
	Precision:  0.9184
	F1 Score:  0.8807
Path Edit Distance Metrics:
	Overall Average:  0.3405
		2-Hop:  0.2992
		4-Hop:  0.5251
		3-Hop:  0.3533
Relation-Set Overlap Metrics
	Recall:  0.7665
	Precision:  0.8492
	F1 Score:  0.7961
Relation Edit Distance Metrics:
	Overall Average:  0.2469
		2-Hop:  0.2265
		4-Hop:  0.3506
		3-Hop:  0.2481

Score for iteration 6300
Answer Metrics
	Hits@1:  0.8348
	Hits@3:  0.9274
	Hits@5:  0.9499
	Hits@10:  0.9659
	Hits@20:  0.9788
	MRR:  0.8863
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8529
		MRR:  0.9030
	4-Hop
		Hits@1:  0.8045
		MRR:  0.8624
	3-Hop
		Hits@1:  0.8087
		MRR:  0.8604
Valid Action Count at Each Step
	Overall Average: 32.8269
		Step 1: 20.9075
		Step 2: 27.3992
		Step 3: 29.0523
		Step 4: 53.9486
Entropy Metrics
	Question Entropy:  0.0439
	Path Entropy:  0.1755
		Step 1:  0.0144
		Step 2:  0.0149
		Step 3:  0.0452
		Step 4:  0.1011
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4389
	Restart Rate:  0.0000
	No-Op Rate:  0.4389
	Cycle Rate:  0.0160
	Backtrack Rate:  0.0000
	Unique Edges:  2.2436
	Redundancy:  0.0034
	Avg Segment Hops:  2.2442
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0211
	F1 Score:  0.0411
GT-Edge Overlap Metrics
	Recall:  0.6643
	Precision:  0.6933
	F1 Score:  0.6757
Node-Set Overlap Metrics
	Recall:  0.8519
	Precision:  0.9251
	F1 Score:  0.8818
Path Edit Distance Metrics:
	Overall Average:  0.3381
		2-Hop:  0.2870
		4-Hop:  0.5601
		3-Hop:  0.3569
Relation-Set Overlap Metrics
	Recall:  0.7632
	Precision:  0.8535
	F1 Score:  0.7962
Relation Edit Distance Metrics:
	Overall Average:  0.2444
		2-Hop:  0.2157
		4-Hop:  0.3771
		3-Hop:  0.2515

Score for iteration 6400
Answer Metrics
	Hits@1:  0.8458
	Hits@3:  0.9319
	Hits@5:  0.9518
	Hits@10:  0.9647
	Hits@20:  0.9820
	MRR:  0.8922
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8561
		MRR:  0.9046
	4-Hop
		Hits@1:  0.8492
		MRR:  0.8904
	3-Hop
		Hits@1:  0.8223
		MRR:  0.8666
Valid Action Count at Each Step
	Overall Average: 34.6145
		Step 1: 20.9075
		Step 2: 30.6075
		Step 3: 31.2816
		Step 4: 55.6614
Entropy Metrics
	Question Entropy:  0.0477
	Path Entropy:  0.1910
		Step 1:  0.0165
		Step 2:  0.0188
		Step 3:  0.0515
		Step 4:  0.1042
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4304
	Restart Rate:  0.0000
	No-Op Rate:  0.4304
	Cycle Rate:  0.0159
	Backtrack Rate:  0.0000
	Unique Edges:  2.2757
	Redundancy:  0.0032
	Avg Segment Hops:  2.2783
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0215
	F1 Score:  0.0419
GT-Edge Overlap Metrics
	Recall:  0.6650
	Precision:  0.6925
	F1 Score:  0.6754
Node-Set Overlap Metrics
	Recall:  0.8538
	Precision:  0.9233
	F1 Score:  0.8817
Path Edit Distance Metrics:
	Overall Average:  0.3386
		2-Hop:  0.2931
		4-Hop:  0.5293
		3-Hop:  0.3580
Relation-Set Overlap Metrics
	Recall:  0.7676
	Precision:  0.8514
	F1 Score:  0.7972
Relation Edit Distance Metrics:
	Overall Average:  0.2444
		2-Hop:  0.2211
		4-Hop:  0.3506
		3-Hop:  0.2509

Score for iteration 6500
Answer Metrics
	Hits@1:  0.8246
	Hits@3:  0.9235
	Hits@5:  0.9415
	Hits@10:  0.9518
	Hits@20:  0.9711
	MRR:  0.8775
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8369
		MRR:  0.8924
	4-Hop
		Hits@1:  0.7933
		MRR:  0.8446
	3-Hop
		Hits@1:  0.8109
		MRR:  0.8589
Valid Action Count at Each Step
	Overall Average: 33.7972
		Step 1: 20.9075
		Step 2: 24.4356
		Step 3: 28.5162
		Step 4: 61.3294
Entropy Metrics
	Question Entropy:  0.0502
	Path Entropy:  0.2009
		Step 1:  0.0141
		Step 2:  0.0165
		Step 3:  0.0532
		Step 4:  0.1171
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4700
	Restart Rate:  0.0000
	No-Op Rate:  0.4700
	Cycle Rate:  0.0028
	Backtrack Rate:  0.0000
	Unique Edges:  2.1202
	Redundancy:  0.0039
	Avg Segment Hops:  2.1202
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0185
	F1 Score:  0.0361
GT-Edge Overlap Metrics
	Recall:  0.6286
	Precision:  0.6746
	F1 Score:  0.6460
Node-Set Overlap Metrics
	Recall:  0.8328
	Precision:  0.9275
	F1 Score:  0.8713
Path Edit Distance Metrics:
	Overall Average:  0.3733
		2-Hop:  0.3120
		4-Hop:  0.6145
		3-Hop:  0.4060
Relation-Set Overlap Metrics
	Recall:  0.7347
	Precision:  0.8460
	F1 Score:  0.7753
Relation Edit Distance Metrics:
	Overall Average:  0.2701
		2-Hop:  0.2345
		4-Hop:  0.4218
		3-Hop:  0.2842

Score for iteration 6600
Answer Metrics
	Hits@1:  0.8515
	Hits@3:  0.9254
	Hits@5:  0.9447
	Hits@10:  0.9621
	Hits@20:  0.9807
	MRR:  0.8935
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8507
		MRR:  0.8961
	4-Hop
		Hits@1:  0.8715
		MRR:  0.9029
	3-Hop
		Hits@1:  0.8451
		MRR:  0.8840
Valid Action Count at Each Step
	Overall Average: 34.4076
		Step 1: 20.9075
		Step 2: 27.8488
		Step 3: 29.9235
		Step 4: 58.9508
Entropy Metrics
	Question Entropy:  0.0523
	Path Entropy:  0.2091
		Step 1:  0.0158
		Step 2:  0.0161
		Step 3:  0.0562
		Step 4:  0.1210
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4476
	Restart Rate:  0.0000
	No-Op Rate:  0.4476
	Cycle Rate:  0.0040
	Backtrack Rate:  0.0000
	Unique Edges:  2.2095
	Redundancy:  0.0013
	Avg Segment Hops:  2.2095
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0200
	F1 Score:  0.0390
GT-Edge Overlap Metrics
	Recall:  0.6499
	Precision:  0.6858
	F1 Score:  0.6633
Node-Set Overlap Metrics
	Recall:  0.8492
	Precision:  0.9256
	F1 Score:  0.8805
Path Edit Distance Metrics:
	Overall Average:  0.3527
		2-Hop:  0.3031
		4-Hop:  0.5601
		3-Hop:  0.3740
Relation-Set Overlap Metrics
	Recall:  0.7604
	Precision:  0.8575
	F1 Score:  0.7957
Relation Edit Distance Metrics:
	Overall Average:  0.2475
		2-Hop:  0.2226
		4-Hop:  0.3645
		3-Hop:  0.2530

Score for iteration 6700
Answer Metrics
	Hits@1:  0.8477
	Hits@3:  0.9396
	Hits@5:  0.9518
	Hits@10:  0.9666
	Hits@20:  0.9839
	MRR:  0.8958
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8603
		MRR:  0.9067
	4-Hop
		Hits@1:  0.8659
		MRR:  0.9039
	3-Hop
		Hits@1:  0.8132
		MRR:  0.8693
Valid Action Count at Each Step
	Overall Average: 37.2312
		Step 1: 20.9075
		Step 2: 28.7020
		Step 3: 35.1345
		Step 4: 64.1809
Entropy Metrics
	Question Entropy:  0.0592
	Path Entropy:  0.2370
		Step 1:  0.0214
		Step 2:  0.0173
		Step 3:  0.0702
		Step 4:  0.1281
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4224
	Restart Rate:  0.0000
	No-Op Rate:  0.4224
	Cycle Rate:  0.0059
	Backtrack Rate:  0.0000
	Unique Edges:  2.3091
	Redundancy:  0.0017
	Avg Segment Hops:  2.3104
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0210
	F1 Score:  0.0409
GT-Edge Overlap Metrics
	Recall:  0.6794
	Precision:  0.6948
	F1 Score:  0.6847
Node-Set Overlap Metrics
	Recall:  0.8638
	Precision:  0.9166
	F1 Score:  0.8849
Path Edit Distance Metrics:
	Overall Average:  0.3310
		2-Hop:  0.2781
		4-Hop:  0.5377
		3-Hop:  0.3599
Relation-Set Overlap Metrics
	Recall:  0.7827
	Precision:  0.8499
	F1 Score:  0.8062
Relation Edit Distance Metrics:
	Overall Average:  0.2342
		2-Hop:  0.2020
		4-Hop:  0.3520
		3-Hop:  0.2549

Score for iteration 6800
Answer Metrics
	Hits@1:  0.8483
	Hits@3:  0.9325
	Hits@5:  0.9505
	Hits@10:  0.9647
	Hits@20:  0.9762
	MRR:  0.8948
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8593
		MRR:  0.9052
	4-Hop
		Hits@1:  0.8492
		MRR:  0.8929
	3-Hop
		Hits@1:  0.8246
		MRR:  0.8736
Valid Action Count at Each Step
	Overall Average: 32.9065
		Step 1: 20.9075
		Step 2: 28.3857
		Step 3: 30.0043
		Step 4: 52.3287
Entropy Metrics
	Question Entropy:  0.0421
	Path Entropy:  0.1683
		Step 1:  0.0220
		Step 2:  0.0123
		Step 3:  0.0354
		Step 4:  0.0986
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4499
	Restart Rate:  0.0000
	No-Op Rate:  0.4499
	Cycle Rate:  0.0077
	Backtrack Rate:  0.0000
	Unique Edges:  2.1992
	Redundancy:  0.0030
	Avg Segment Hops:  2.2005
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0210
	F1 Score:  0.0408
GT-Edge Overlap Metrics
	Recall:  0.6548
	Precision:  0.6884
	F1 Score:  0.6679
Node-Set Overlap Metrics
	Recall:  0.8480
	Precision:  0.9262
	F1 Score:  0.8799
Path Edit Distance Metrics:
	Overall Average:  0.3468
		2-Hop:  0.2939
		4-Hop:  0.5712
		3-Hop:  0.3683
Relation-Set Overlap Metrics
	Recall:  0.7600
	Precision:  0.8582
	F1 Score:  0.7959
Relation Edit Distance Metrics:
	Overall Average:  0.2463
		2-Hop:  0.2164
		4-Hop:  0.3827
		3-Hop:  0.2544

Score for iteration 6900
Answer Metrics
	Hits@1:  0.8490
	Hits@3:  0.9319
	Hits@5:  0.9479
	Hits@10:  0.9666
	Hits@20:  0.9833
	MRR:  0.8951
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8550
		MRR:  0.9023
	4-Hop
		Hits@1:  0.8715
		MRR:  0.8991
	3-Hop
		Hits@1:  0.8269
		MRR:  0.8781
Valid Action Count at Each Step
	Overall Average: 36.3386
		Step 1: 20.9075
		Step 2: 33.4398
		Step 3: 37.2058
		Step 4: 53.8015
Entropy Metrics
	Question Entropy:  0.0554
	Path Entropy:  0.2216
		Step 1:  0.0275
		Step 2:  0.0183
		Step 3:  0.0598
		Step 4:  0.1160
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4136
	Restart Rate:  0.0000
	No-Op Rate:  0.4136
	Cycle Rate:  0.0140
	Backtrack Rate:  0.0000
	Unique Edges:  2.3432
	Redundancy:  0.0021
	Avg Segment Hops:  2.3458
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0230
	F1 Score:  0.0447
GT-Edge Overlap Metrics
	Recall:  0.6741
	Precision:  0.6886
	F1 Score:  0.6784
Node-Set Overlap Metrics
	Recall:  0.8610
	Precision:  0.9124
	F1 Score:  0.8811
Path Edit Distance Metrics:
	Overall Average:  0.3364
		2-Hop:  0.2851
		4-Hop:  0.5880
		3-Hop:  0.3436
Relation-Set Overlap Metrics
	Recall:  0.7784
	Precision:  0.8440
	F1 Score:  0.8004
Relation Edit Distance Metrics:
	Overall Average:  0.2414
		2-Hop:  0.2122
		4-Hop:  0.3897
		3-Hop:  0.2434

Score for iteration 7000
Answer Metrics
	Hits@1:  0.7963
	Hits@3:  0.9023
	Hits@5:  0.9280
	Hits@10:  0.9544
	Hits@20:  0.9724
	MRR:  0.8547
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7655
		MRR:  0.8352
	4-Hop
		Hits@1:  0.8771
		MRR:  0.8978
	3-Hop
		Hits@1:  0.8292
		MRR:  0.8787
Valid Action Count at Each Step
	Overall Average: 33.1131
		Step 1: 20.9075
		Step 2: 28.9094
		Step 3: 32.4365
		Step 4: 50.1992
Entropy Metrics
	Question Entropy:  0.0469
	Path Entropy:  0.1875
		Step 1:  0.0228
		Step 2:  0.0232
		Step 3:  0.0505
		Step 4:  0.0911
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3917
	Restart Rate:  0.0000
	No-Op Rate:  0.3917
	Cycle Rate:  0.0277
	Backtrack Rate:  0.0000
	Unique Edges:  2.4287
	Redundancy:  0.0027
	Avg Segment Hops:  2.4332
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9846
	Precision:  0.0228
	F1 Score:  0.0441
GT-Edge Overlap Metrics
	Recall:  0.6509
	Precision:  0.6505
	F1 Score:  0.6464
Node-Set Overlap Metrics
	Recall:  0.8493
	Precision:  0.8910
	F1 Score:  0.8638
Path Edit Distance Metrics:
	Overall Average:  0.3742
		2-Hop:  0.3530
		4-Hop:  0.5573
		3-Hop:  0.3449
Relation-Set Overlap Metrics
	Recall:  0.7594
	Precision:  0.8128
	F1 Score:  0.7740
Relation Edit Distance Metrics:
	Overall Average:  0.2774
		2-Hop:  0.2752
		4-Hop:  0.3715
		3-Hop:  0.2435

Score for iteration 7100
Answer Metrics
	Hits@1:  0.8329
	Hits@3:  0.9177
	Hits@5:  0.9383
	Hits@10:  0.9640
	Hits@20:  0.9801
	MRR:  0.8814
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8177
		MRR:  0.8756
	4-Hop
		Hits@1:  0.8659
		MRR:  0.8885
	3-Hop
		Hits@1:  0.8519
		MRR:  0.8911
Valid Action Count at Each Step
	Overall Average: 34.3636
		Step 1: 20.9075
		Step 2: 28.7921
		Step 3: 34.2365
		Step 4: 53.5185
Entropy Metrics
	Question Entropy:  0.0454
	Path Entropy:  0.1817
		Step 1:  0.0181
		Step 2:  0.0225
		Step 3:  0.0519
		Step 4:  0.0893
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4181
	Restart Rate:  0.0000
	No-Op Rate:  0.4181
	Cycle Rate:  0.0151
	Backtrack Rate:  0.0000
	Unique Edges:  2.3258
	Redundancy:  0.0037
	Avg Segment Hops:  2.3278
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0231
	F1 Score:  0.0447
GT-Edge Overlap Metrics
	Recall:  0.6526
	Precision:  0.6693
	F1 Score:  0.6564
Node-Set Overlap Metrics
	Recall:  0.8502
	Precision:  0.9078
	F1 Score:  0.8719
Path Edit Distance Metrics:
	Overall Average:  0.3611
		2-Hop:  0.3276
		4-Hop:  0.5810
		3-Hop:  0.3430
Relation-Set Overlap Metrics
	Recall:  0.7604
	Precision:  0.8308
	F1 Score:  0.7828
Relation Edit Distance Metrics:
	Overall Average:  0.2633
		2-Hop:  0.2511
		4-Hop:  0.3925
		3-Hop:  0.2369

Score for iteration 7200
Answer Metrics
	Hits@1:  0.8380
	Hits@3:  0.9332
	Hits@5:  0.9492
	Hits@10:  0.9640
	Hits@20:  0.9788
	MRR:  0.8885
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8337
		MRR:  0.8906
	4-Hop
		Hits@1:  0.8547
		MRR:  0.8870
	3-Hop
		Hits@1:  0.8405
		MRR:  0.8847
Valid Action Count at Each Step
	Overall Average: 33.1993
		Step 1: 20.9075
		Step 2: 31.7394
		Step 3: 31.5480
		Step 4: 48.6023
Entropy Metrics
	Question Entropy:  0.0414
	Path Entropy:  0.1658
		Step 1:  0.0193
		Step 2:  0.0170
		Step 3:  0.0449
		Step 4:  0.0846
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4336
	Restart Rate:  0.0000
	No-Op Rate:  0.4336
	Cycle Rate:  0.0129
	Backtrack Rate:  0.0000
	Unique Edges:  2.2629
	Redundancy:  0.0027
	Avg Segment Hops:  2.2654
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0227
	F1 Score:  0.0443
GT-Edge Overlap Metrics
	Recall:  0.6460
	Precision:  0.6719
	F1 Score:  0.6550
Node-Set Overlap Metrics
	Recall:  0.8449
	Precision:  0.9144
	F1 Score:  0.8724
Path Edit Distance Metrics:
	Overall Average:  0.3602
		2-Hop:  0.3222
		4-Hop:  0.5670
		3-Hop:  0.3569
Relation-Set Overlap Metrics
	Recall:  0.7556
	Precision:  0.8377
	F1 Score:  0.7838
Relation Edit Distance Metrics:
	Overall Average:  0.2611
		2-Hop:  0.2440
		4-Hop:  0.3813
		3-Hop:  0.2487

Score for iteration 7300
Answer Metrics
	Hits@1:  0.8355
	Hits@3:  0.9242
	Hits@5:  0.9434
	Hits@10:  0.9659
	Hits@20:  0.9781
	MRR:  0.8851
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8369
		MRR:  0.8901
	4-Hop
		Hits@1:  0.8547
		MRR:  0.8859
	3-Hop
		Hits@1:  0.8246
		MRR:  0.8741
Valid Action Count at Each Step
	Overall Average: 31.8222
		Step 1: 20.9075
		Step 2: 25.1782
		Step 3: 26.7151
		Step 4: 54.4880
Entropy Metrics
	Question Entropy:  0.0400
	Path Entropy:  0.1601
		Step 1:  0.0128
		Step 2:  0.0096
		Step 3:  0.0400
		Step 4:  0.0977
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4463
	Restart Rate:  0.0000
	No-Op Rate:  0.4463
	Cycle Rate:  0.0027
	Backtrack Rate:  0.0000
	Unique Edges:  2.2134
	Redundancy:  0.0011
	Avg Segment Hops:  2.2147
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0199
	F1 Score:  0.0388
GT-Edge Overlap Metrics
	Recall:  0.6426
	Precision:  0.6711
	F1 Score:  0.6536
Node-Set Overlap Metrics
	Recall:  0.8433
	Precision:  0.9139
	F1 Score:  0.8722
Path Edit Distance Metrics:
	Overall Average:  0.3601
		2-Hop:  0.3088
		4-Hop:  0.5726
		3-Hop:  0.3829
Relation-Set Overlap Metrics
	Recall:  0.7515
	Precision:  0.8402
	F1 Score:  0.7839
Relation Edit Distance Metrics:
	Overall Average:  0.2584
		2-Hop:  0.2326
		4-Hop:  0.3799
		3-Hop:  0.2639

Score for iteration 7400
Answer Metrics
	Hits@1:  0.8676
	Hits@3:  0.9447
	Hits@5:  0.9595
	Hits@10:  0.9659
	Hits@20:  0.9833
	MRR:  0.9094
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8710
		MRR:  0.9133
	4-Hop
		Hits@1:  0.8715
		MRR:  0.9076
	3-Hop
		Hits@1:  0.8588
		MRR:  0.9016
Valid Action Count at Each Step
	Overall Average: 33.0315
		Step 1: 20.9075
		Step 2: 29.3539
		Step 3: 29.6580
		Step 4: 52.2067
Entropy Metrics
	Question Entropy:  0.0416
	Path Entropy:  0.1663
		Step 1:  0.0208
		Step 2:  0.0177
		Step 3:  0.0449
		Step 4:  0.0829
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4214
	Restart Rate:  0.0000
	No-Op Rate:  0.4214
	Cycle Rate:  0.0093
	Backtrack Rate:  0.0000
	Unique Edges:  2.3111
	Redundancy:  0.0021
	Avg Segment Hops:  2.3143
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0224
	F1 Score:  0.0436
GT-Edge Overlap Metrics
	Recall:  0.6821
	Precision:  0.7009
	F1 Score:  0.6887
Node-Set Overlap Metrics
	Recall:  0.8663
	Precision:  0.9216
	F1 Score:  0.8881
Path Edit Distance Metrics:
	Overall Average:  0.3239
		2-Hop:  0.2816
		4-Hop:  0.5154
		3-Hop:  0.3360
Relation-Set Overlap Metrics
	Recall:  0.7873
	Precision:  0.8591
	F1 Score:  0.8122
Relation Edit Distance Metrics:
	Overall Average:  0.2284
		2-Hop:  0.2060
		4-Hop:  0.3352
		3-Hop:  0.2325

Score for iteration 7500
Answer Metrics
	Hits@1:  0.8490
	Hits@3:  0.9280
	Hits@5:  0.9447
	Hits@10:  0.9608
	Hits@20:  0.9801
	MRR:  0.8935
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8454
		MRR:  0.8920
	4-Hop
		Hits@1:  0.8547
		MRR:  0.8948
	3-Hop
		Hits@1:  0.8542
		MRR:  0.8963
Valid Action Count at Each Step
	Overall Average: 34.0062
		Step 1: 20.9075
		Step 2: 32.2928
		Step 3: 32.3343
		Step 4: 50.4903
Entropy Metrics
	Question Entropy:  0.0440
	Path Entropy:  0.1758
		Step 1:  0.0231
		Step 2:  0.0203
		Step 3:  0.0456
		Step 4:  0.0869
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4182
	Restart Rate:  0.0000
	No-Op Rate:  0.4182
	Cycle Rate:  0.0144
	Backtrack Rate:  0.0000
	Unique Edges:  2.3220
	Redundancy:  0.0033
	Avg Segment Hops:  2.3271
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0239
	F1 Score:  0.0462
GT-Edge Overlap Metrics
	Recall:  0.6669
	Precision:  0.6868
	F1 Score:  0.6732
Node-Set Overlap Metrics
	Recall:  0.8568
	Precision:  0.9149
	F1 Score:  0.8793
Path Edit Distance Metrics:
	Overall Average:  0.3413
		2-Hop:  0.3083
		4-Hop:  0.5098
		3-Hop:  0.3430
Relation-Set Overlap Metrics
	Recall:  0.7730
	Precision:  0.8457
	F1 Score:  0.7971
Relation Edit Distance Metrics:
	Overall Average:  0.2459
		2-Hop:  0.2321
		4-Hop:  0.3352
		3-Hop:  0.2392

Score for iteration 7600
Answer Metrics
	Hits@1:  0.8374
	Hits@3:  0.9357
	Hits@5:  0.9499
	Hits@10:  0.9640
	Hits@20:  0.9769
	MRR:  0.8886
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9099
	4-Hop
		Hits@1:  0.6872
		MRR:  0.7841
	3-Hop
		Hits@1:  0.8314
		MRR:  0.8858
Valid Action Count at Each Step
	Overall Average: 31.7548
		Step 1: 20.9075
		Step 2: 27.7629
		Step 3: 28.0736
		Step 4: 50.2752
Entropy Metrics
	Question Entropy:  0.0390
	Path Entropy:  0.1560
		Step 1:  0.0204
		Step 2:  0.0131
		Step 3:  0.0373
		Step 4:  0.0852
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4349
	Restart Rate:  0.0000
	No-Op Rate:  0.4349
	Cycle Rate:  0.0075
	Backtrack Rate:  0.0000
	Unique Edges:  2.2596
	Redundancy:  0.0009
	Avg Segment Hops:  2.2603
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0213
	F1 Score:  0.0414
GT-Edge Overlap Metrics
	Recall:  0.6784
	Precision:  0.7047
	F1 Score:  0.6884
Node-Set Overlap Metrics
	Recall:  0.8579
	Precision:  0.9215
	F1 Score:  0.8836
Path Edit Distance Metrics:
	Overall Average:  0.3247
		2-Hop:  0.2724
		4-Hop:  0.5461
		3-Hop:  0.3462
Relation-Set Overlap Metrics
	Recall:  0.7768
	Precision:  0.8585
	F1 Score:  0.8061
Relation Edit Distance Metrics:
	Overall Average:  0.2338
		2-Hop:  0.2033
		4-Hop:  0.3799
		3-Hop:  0.2396

Score for iteration 7700
Answer Metrics
	Hits@1:  0.8695
	Hits@3:  0.9447
	Hits@5:  0.9557
	Hits@10:  0.9698
	Hits@20:  0.9833
	MRR:  0.9103
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8753
		MRR:  0.9163
	4-Hop
		Hits@1:  0.8659
		MRR:  0.9046
	3-Hop
		Hits@1:  0.8588
		MRR:  0.8998
Valid Action Count at Each Step
	Overall Average: 36.4591
		Step 1: 20.9075
		Step 2: 34.1494
		Step 3: 34.9002
		Step 4: 55.8795
Entropy Metrics
	Question Entropy:  0.0437
	Path Entropy:  0.1749
		Step 1:  0.0186
		Step 2:  0.0173
		Step 3:  0.0527
		Step 4:  0.0864
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4129
	Restart Rate:  0.0000
	No-Op Rate:  0.4129
	Cycle Rate:  0.0152
	Backtrack Rate:  0.0000
	Unique Edges:  2.3432
	Redundancy:  0.0026
	Avg Segment Hops:  2.3483
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0231
	F1 Score:  0.0448
GT-Edge Overlap Metrics
	Recall:  0.6788
	Precision:  0.6930
	F1 Score:  0.6828
Node-Set Overlap Metrics
	Recall:  0.8656
	Precision:  0.9190
	F1 Score:  0.8863
Path Edit Distance Metrics:
	Overall Average:  0.3314
		2-Hop:  0.2822
		4-Hop:  0.5433
		3-Hop:  0.3502
Relation-Set Overlap Metrics
	Recall:  0.7867
	Precision:  0.8525
	F1 Score:  0.8081
Relation Edit Distance Metrics:
	Overall Average:  0.2356
		2-Hop:  0.2073
		4-Hop:  0.3617
		3-Hop:  0.2447

Score for iteration 7800
Answer Metrics
	Hits@1:  0.8869
	Hits@3:  0.9447
	Hits@5:  0.9589
	Hits@10:  0.9717
	Hits@20:  0.9814
	MRR:  0.9193
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8870
		MRR:  0.9219
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9106
	3-Hop
		Hits@1:  0.8884
		MRR:  0.9173
Valid Action Count at Each Step
	Overall Average: 34.0708
		Step 1: 20.9075
		Step 2: 30.7874
		Step 3: 30.9808
		Step 4: 53.6075
Entropy Metrics
	Question Entropy:  0.0388
	Path Entropy:  0.1550
		Step 1:  0.0207
		Step 2:  0.0144
		Step 3:  0.0408
		Step 4:  0.0792
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4230
	Restart Rate:  0.0000
	No-Op Rate:  0.4230
	Cycle Rate:  0.0081
	Backtrack Rate:  0.0000
	Unique Edges:  2.3059
	Redundancy:  0.0024
	Avg Segment Hops:  2.3078
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0222
	F1 Score:  0.0432
GT-Edge Overlap Metrics
	Recall:  0.6894
	Precision:  0.7090
	F1 Score:  0.6965
Node-Set Overlap Metrics
	Recall:  0.8715
	Precision:  0.9285
	F1 Score:  0.8942
Path Edit Distance Metrics:
	Overall Average:  0.3156
		2-Hop:  0.2747
		4-Hop:  0.4874
		3-Hop:  0.3330
Relation-Set Overlap Metrics
	Recall:  0.7966
	Precision:  0.8698
	F1 Score:  0.8221
Relation Edit Distance Metrics:
	Overall Average:  0.2182
		2-Hop:  0.1985
		4-Hop:  0.3045
		3-Hop:  0.2251

Score for iteration 7900
Answer Metrics
	Hits@1:  0.8226
	Hits@3:  0.9357
	Hits@5:  0.9518
	Hits@10:  0.9659
	Hits@20:  0.9781
	MRR:  0.8824
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8753
		MRR:  0.9164
	4-Hop
		Hits@1:  0.6927
		MRR:  0.8008
	3-Hop
		Hits@1:  0.7631
		MRR:  0.8430
Valid Action Count at Each Step
	Overall Average: 31.1735
		Step 1: 20.9075
		Step 2: 25.6221
		Step 3: 26.1098
		Step 4: 52.0547
Entropy Metrics
	Question Entropy:  0.0325
	Path Entropy:  0.1302
		Step 1:  0.0160
		Step 2:  0.0091
		Step 3:  0.0310
		Step 4:  0.0741
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4520
	Restart Rate:  0.0000
	No-Op Rate:  0.4520
	Cycle Rate:  0.0057
	Backtrack Rate:  0.0000
	Unique Edges:  2.1915
	Redundancy:  0.0066
	Avg Segment Hops:  2.1922
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0201
	F1 Score:  0.0392
GT-Edge Overlap Metrics
	Recall:  0.6685
	Precision:  0.7060
	F1 Score:  0.6829
Node-Set Overlap Metrics
	Recall:  0.8517
	Precision:  0.9315
	F1 Score:  0.8836
Path Edit Distance Metrics:
	Overall Average:  0.3333
		2-Hop:  0.2791
		4-Hop:  0.4958
		3-Hop:  0.3827
Relation-Set Overlap Metrics
	Recall:  0.7681
	Precision:  0.8645
	F1 Score:  0.8032
Relation Edit Distance Metrics:
	Overall Average:  0.2387
		2-Hop:  0.2040
		4-Hop:  0.3268
		3-Hop:  0.2770

Score for iteration 8000
Answer Metrics
	Hits@1:  0.8233
	Hits@3:  0.9216
	Hits@5:  0.9389
	Hits@10:  0.9576
	Hits@20:  0.9743
	MRR:  0.8758
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8401
		MRR:  0.8891
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8732
	3-Hop
		Hits@1:  0.7859
		MRR:  0.8483
Valid Action Count at Each Step
	Overall Average: 31.8894
		Step 1: 20.9075
		Step 2: 26.9919
		Step 3: 28.0042
		Step 4: 51.6539
Entropy Metrics
	Question Entropy:  0.0372
	Path Entropy:  0.1489
		Step 1:  0.0180
		Step 2:  0.0124
		Step 3:  0.0311
		Step 4:  0.0874
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4566
	Restart Rate:  0.0000
	No-Op Rate:  0.4566
	Cycle Rate:  0.0035
	Backtrack Rate:  0.0000
	Unique Edges:  2.1735
	Redundancy:  0.0000
	Avg Segment Hops:  2.1735
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0200
	F1 Score:  0.0391
GT-Edge Overlap Metrics
	Recall:  0.6380
	Precision:  0.6791
	F1 Score:  0.6535
Node-Set Overlap Metrics
	Recall:  0.8380
	Precision:  0.9234
	F1 Score:  0.8730
Path Edit Distance Metrics:
	Overall Average:  0.3640
		2-Hop:  0.3173
		4-Hop:  0.4637
		3-Hop:  0.4229
Relation-Set Overlap Metrics
	Recall:  0.7473
	Precision:  0.8531
	F1 Score:  0.7854
Relation Edit Distance Metrics:
	Overall Average:  0.2616
		2-Hop:  0.2342
		4-Hop:  0.3031
		3-Hop:  0.3033

Score for iteration 8100
Answer Metrics
	Hits@1:  0.7539
	Hits@3:  0.9023
	Hits@5:  0.9274
	Hits@10:  0.9518
	Hits@20:  0.9743
	MRR:  0.8335
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7644
		MRR:  0.8434
	4-Hop
		Hits@1:  0.7765
		MRR:  0.8450
	3-Hop
		Hits@1:  0.7221
		MRR:  0.8078
Valid Action Count at Each Step
	Overall Average: 31.0512
		Step 1: 20.9075
		Step 2: 28.2823
		Step 3: 28.2535
		Step 4: 46.7614
Entropy Metrics
	Question Entropy:  0.0343
	Path Entropy:  0.1371
		Step 1:  0.0154
		Step 2:  0.0129
		Step 3:  0.0332
		Step 4:  0.0757
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4756
	Restart Rate:  0.0000
	No-Op Rate:  0.4756
	Cycle Rate:  0.0062
	Backtrack Rate:  0.0000
	Unique Edges:  2.0977
	Redundancy:  0.0019
	Avg Segment Hops:  2.0977
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9878
	Precision:  0.0209
	F1 Score:  0.0408
GT-Edge Overlap Metrics
	Recall:  0.6036
	Precision:  0.6702
	F1 Score:  0.6279
Node-Set Overlap Metrics
	Recall:  0.8113
	Precision:  0.9194
	F1 Score:  0.8553
Path Edit Distance Metrics:
	Overall Average:  0.3980
		2-Hop:  0.3744
		4-Hop:  0.4860
		3-Hop:  0.4125
Relation-Set Overlap Metrics
	Recall:  0.7111
	Precision:  0.8429
	F1 Score:  0.7582
Relation Edit Distance Metrics:
	Overall Average:  0.2967
		2-Hop:  0.2884
		4-Hop:  0.3226
		3-Hop:  0.3039

Score for iteration 8200
Answer Metrics
	Hits@1:  0.8393
	Hits@3:  0.9344
	Hits@5:  0.9518
	Hits@10:  0.9647
	Hits@20:  0.9788
	MRR:  0.8888
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8454
		MRR:  0.8948
	4-Hop
		Hits@1:  0.8212
		MRR:  0.8688
	3-Hop
		Hits@1:  0.8337
		MRR:  0.8843
Valid Action Count at Each Step
	Overall Average: 32.0956
		Step 1: 20.9075
		Step 2: 25.7783
		Step 3: 28.4295
		Step 4: 53.2672
Entropy Metrics
	Question Entropy:  0.0339
	Path Entropy:  0.1356
		Step 1:  0.0120
		Step 2:  0.0100
		Step 3:  0.0329
		Step 4:  0.0807
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4521
	Restart Rate:  0.0000
	No-Op Rate:  0.4521
	Cycle Rate:  0.0040
	Backtrack Rate:  0.0000
	Unique Edges:  2.1902
	Redundancy:  0.0067
	Avg Segment Hops:  2.1915
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0201
	F1 Score:  0.0394
GT-Edge Overlap Metrics
	Recall:  0.6533
	Precision:  0.6891
	F1 Score:  0.6668
Node-Set Overlap Metrics
	Recall:  0.8463
	Precision:  0.9286
	F1 Score:  0.8792
Path Edit Distance Metrics:
	Overall Average:  0.3489
		2-Hop:  0.3225
		4-Hop:  0.5140
		3-Hop:  0.3381
Relation-Set Overlap Metrics
	Recall:  0.7579
	Precision:  0.8567
	F1 Score:  0.7936
Relation Edit Distance Metrics:
	Overall Average:  0.2488
		2-Hop:  0.2402
		4-Hop:  0.3324
		3-Hop:  0.2331

Score for iteration 8300
Answer Metrics
	Hits@1:  0.8464
	Hits@3:  0.9293
	Hits@5:  0.9486
	Hits@10:  0.9621
	Hits@20:  0.9788
	MRR:  0.8905
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8433
		MRR:  0.8901
	4-Hop
		Hits@1:  0.8492
		MRR:  0.8829
	3-Hop
		Hits@1:  0.8519
		MRR:  0.8944
Valid Action Count at Each Step
	Overall Average: 33.8955
		Step 1: 20.9075
		Step 2: 27.7528
		Step 3: 29.6198
		Step 4: 57.3017
Entropy Metrics
	Question Entropy:  0.0335
	Path Entropy:  0.1338
		Step 1:  0.0115
		Step 2:  0.0160
		Step 3:  0.0362
		Step 4:  0.0702
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4232
	Restart Rate:  0.0000
	No-Op Rate:  0.4232
	Cycle Rate:  0.0110
	Backtrack Rate:  0.0000
	Unique Edges:  2.3046
	Redundancy:  0.0014
	Avg Segment Hops:  2.3072
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0214
	F1 Score:  0.0417
GT-Edge Overlap Metrics
	Recall:  0.6857
	Precision:  0.7037
	F1 Score:  0.6918
Node-Set Overlap Metrics
	Recall:  0.8626
	Precision:  0.9189
	F1 Score:  0.8851
Path Edit Distance Metrics:
	Overall Average:  0.3214
		2-Hop:  0.2791
		4-Hop:  0.5056
		3-Hop:  0.3368
Relation-Set Overlap Metrics
	Recall:  0.7855
	Precision:  0.8582
	F1 Score:  0.8112
Relation Edit Distance Metrics:
	Overall Average:  0.2288
		2-Hop:  0.2070
		4-Hop:  0.3268
		3-Hop:  0.2356

Score for iteration 8400
Answer Metrics
	Hits@1:  0.8715
	Hits@3:  0.9396
	Hits@5:  0.9524
	Hits@10:  0.9698
	Hits@20:  0.9820
	MRR:  0.9097
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8827
		MRR:  0.9197
	4-Hop
		Hits@1:  0.8436
		MRR:  0.8864
	3-Hop
		Hits@1:  0.8588
		MRR:  0.8981
Valid Action Count at Each Step
	Overall Average: 34.1988
		Step 1: 20.9075
		Step 2: 25.7858
		Step 3: 29.2743
		Step 4: 60.8277
Entropy Metrics
	Question Entropy:  0.0345
	Path Entropy:  0.1378
		Step 1:  0.0139
		Step 2:  0.0108
		Step 3:  0.0284
		Step 4:  0.0848
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4303
	Restart Rate:  0.0000
	No-Op Rate:  0.4303
	Cycle Rate:  0.0081
	Backtrack Rate:  0.0000
	Unique Edges:  2.2783
	Redundancy:  0.0015
	Avg Segment Hops:  2.2789
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0191
	F1 Score:  0.0373
GT-Edge Overlap Metrics
	Recall:  0.6983
	Precision:  0.7193
	F1 Score:  0.7062
Node-Set Overlap Metrics
	Recall:  0.8715
	Precision:  0.9308
	F1 Score:  0.8955
Path Edit Distance Metrics:
	Overall Average:  0.3062
		2-Hop:  0.2521
		4-Hop:  0.5251
		3-Hop:  0.3324
Relation-Set Overlap Metrics
	Recall:  0.7979
	Precision:  0.8745
	F1 Score:  0.8255
Relation Edit Distance Metrics:
	Overall Average:  0.2131
		2-Hop:  0.1821
		4-Hop:  0.3394
		3-Hop:  0.2278

Score for iteration 8500
Answer Metrics
	Hits@1:  0.8638
	Hits@3:  0.9402
	Hits@5:  0.9499
	Hits@10:  0.9653
	Hits@20:  0.9775
	MRR:  0.9042
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9107
	4-Hop
		Hits@1:  0.8659
		MRR:  0.9074
	3-Hop
		Hits@1:  0.8519
		MRR:  0.8891
Valid Action Count at Each Step
	Overall Average: 37.9641
		Step 1: 20.9075
		Step 2: 27.4037
		Step 3: 30.7995
		Step 4: 72.7459
Entropy Metrics
	Question Entropy:  0.0393
	Path Entropy:  0.1570
		Step 1:  0.0160
		Step 2:  0.0135
		Step 3:  0.0337
		Step 4:  0.0939
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4160
	Restart Rate:  0.0000
	No-Op Rate:  0.4160
	Cycle Rate:  0.0099
	Backtrack Rate:  0.0000
	Unique Edges:  2.3355
	Redundancy:  0.0002
	Avg Segment Hops:  2.3361
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0193
	F1 Score:  0.0378
GT-Edge Overlap Metrics
	Recall:  0.6850
	Precision:  0.6994
	F1 Score:  0.6901
Node-Set Overlap Metrics
	Recall:  0.8691
	Precision:  0.9185
	F1 Score:  0.8889
Path Edit Distance Metrics:
	Overall Average:  0.3228
		2-Hop:  0.2770
		4-Hop:  0.4693
		3-Hop:  0.3609
Relation-Set Overlap Metrics
	Recall:  0.7862
	Precision:  0.8487
	F1 Score:  0.8081
Relation Edit Distance Metrics:
	Overall Average:  0.2310
		2-Hop:  0.2068
		4-Hop:  0.2863
		3-Hop:  0.2601

Score for iteration 8600
Answer Metrics
	Hits@1:  0.8605
	Hits@3:  0.9319
	Hits@5:  0.9473
	Hits@10:  0.9653
	Hits@20:  0.9801
	MRR:  0.9013
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8849
		MRR:  0.9218
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8747
	3-Hop
		Hits@1:  0.8178
		MRR:  0.8681
Valid Action Count at Each Step
	Overall Average: 33.4653
		Step 1: 20.9075
		Step 2: 26.8591
		Step 3: 28.3813
		Step 4: 57.7132
Entropy Metrics
	Question Entropy:  0.0357
	Path Entropy:  0.1427
		Step 1:  0.0139
		Step 2:  0.0093
		Step 3:  0.0274
		Step 4:  0.0921
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4232
	Restart Rate:  0.0000
	No-Op Rate:  0.4232
	Cycle Rate:  0.0084
	Backtrack Rate:  0.0000
	Unique Edges:  2.3059
	Redundancy:  0.0004
	Avg Segment Hops:  2.3072
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0196
	F1 Score:  0.0382
GT-Edge Overlap Metrics
	Recall:  0.6984
	Precision:  0.7164
	F1 Score:  0.7046
Node-Set Overlap Metrics
	Recall:  0.8730
	Precision:  0.9270
	F1 Score:  0.8948
Path Edit Distance Metrics:
	Overall Average:  0.3103
		2-Hop:  0.2562
		4-Hop:  0.4846
		3-Hop:  0.3548
Relation-Set Overlap Metrics
	Recall:  0.7965
	Precision:  0.8651
	F1 Score:  0.8206
Relation Edit Distance Metrics:
	Overall Average:  0.2204
		2-Hop:  0.1873
		4-Hop:  0.3101
		3-Hop:  0.2547

Score for iteration 8700
Answer Metrics
	Hits@1:  0.8515
	Hits@3:  0.9370
	Hits@5:  0.9531
	Hits@10:  0.9685
	Hits@20:  0.9794
	MRR:  0.8974
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8742
		MRR:  0.9144
	4-Hop
		Hits@1:  0.8156
		MRR:  0.8712
	3-Hop
		Hits@1:  0.8178
		MRR:  0.8719
Valid Action Count at Each Step
	Overall Average: 32.6834
		Step 1: 20.9075
		Step 2: 27.1375
		Step 3: 27.4187
		Step 4: 55.2700
Entropy Metrics
	Question Entropy:  0.0300
	Path Entropy:  0.1198
		Step 1:  0.0129
		Step 2:  0.0066
		Step 3:  0.0250
		Step 4:  0.0754
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4330
	Restart Rate:  0.0000
	No-Op Rate:  0.4330
	Cycle Rate:  0.0118
	Backtrack Rate:  0.0000
	Unique Edges:  2.2674
	Redundancy:  0.0009
	Avg Segment Hops:  2.2680
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0200
	F1 Score:  0.0391
GT-Edge Overlap Metrics
	Recall:  0.6874
	Precision:  0.7126
	F1 Score:  0.6972
Node-Set Overlap Metrics
	Recall:  0.8631
	Precision:  0.9266
	F1 Score:  0.8891
Path Edit Distance Metrics:
	Overall Average:  0.3156
		2-Hop:  0.2685
		4-Hop:  0.4860
		3-Hop:  0.3466
Relation-Set Overlap Metrics
	Recall:  0.7833
	Precision:  0.8632
	F1 Score:  0.8124
Relation Edit Distance Metrics:
	Overall Average:  0.2251
		2-Hop:  0.1985
		4-Hop:  0.3073
		3-Hop:  0.2485

Score for iteration 8800
Answer Metrics
	Hits@1:  0.8271
	Hits@3:  0.9280
	Hits@5:  0.9479
	Hits@10:  0.9640
	Hits@20:  0.9743
	MRR:  0.8808
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8028
		MRR:  0.8670
	4-Hop
		Hits@1:  0.8603
		MRR:  0.9060
	3-Hop
		Hits@1:  0.8656
		MRR:  0.9001
Valid Action Count at Each Step
	Overall Average: 33.7371
		Step 1: 20.9075
		Step 2: 29.0559
		Step 3: 29.2673
		Step 4: 55.7177
Entropy Metrics
	Question Entropy:  0.0333
	Path Entropy:  0.1333
		Step 1:  0.0164
		Step 2:  0.0105
		Step 3:  0.0340
		Step 4:  0.0725
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3927
	Restart Rate:  0.0000
	No-Op Rate:  0.3927
	Cycle Rate:  0.0191
	Backtrack Rate:  0.0000
	Unique Edges:  2.4248
	Redundancy:  0.0014
	Avg Segment Hops:  2.4293
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0218
	F1 Score:  0.0425
GT-Edge Overlap Metrics
	Recall:  0.6798
	Precision:  0.6795
	F1 Score:  0.6760
Node-Set Overlap Metrics
	Recall:  0.8686
	Precision:  0.9058
	F1 Score:  0.8815
Path Edit Distance Metrics:
	Overall Average:  0.3412
		2-Hop:  0.3312
		4-Hop:  0.4567
		3-Hop:  0.3153
Relation-Set Overlap Metrics
	Recall:  0.7879
	Precision:  0.8363
	F1 Score:  0.8012
Relation Edit Distance Metrics:
	Overall Average:  0.2457
		2-Hop:  0.2523
		4-Hop:  0.2807
		3-Hop:  0.2174

Score for iteration 8900
Answer Metrics
	Hits@1:  0.8695
	Hits@3:  0.9422
	Hits@5:  0.9595
	Hits@10:  0.9724
	Hits@20:  0.9859
	MRR:  0.9100
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8763
		MRR:  0.9172
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9227
	3-Hop
		Hits@1:  0.8451
		MRR:  0.8893
Valid Action Count at Each Step
	Overall Average: 35.1791
		Step 1: 20.9075
		Step 2: 30.1415
		Step 3: 29.5738
		Step 4: 60.0937
Entropy Metrics
	Question Entropy:  0.0307
	Path Entropy:  0.1226
		Step 1:  0.0102
		Step 2:  0.0105
		Step 3:  0.0291
		Step 4:  0.0728
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4251
	Restart Rate:  0.0000
	No-Op Rate:  0.4251
	Cycle Rate:  0.0168
	Backtrack Rate:  0.0000
	Unique Edges:  2.2988
	Redundancy:  0.0021
	Avg Segment Hops:  2.2995
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0211
	F1 Score:  0.0411
GT-Edge Overlap Metrics
	Recall:  0.6870
	Precision:  0.7093
	F1 Score:  0.6954
Node-Set Overlap Metrics
	Recall:  0.8671
	Precision:  0.9313
	F1 Score:  0.8931
Path Edit Distance Metrics:
	Overall Average:  0.3177
		2-Hop:  0.2665
		4-Hop:  0.4930
		3-Hop:  0.3555
Relation-Set Overlap Metrics
	Recall:  0.7847
	Precision:  0.8600
	F1 Score:  0.8115
Relation Edit Distance Metrics:
	Overall Average:  0.2275
		2-Hop:  0.1974
		4-Hop:  0.3184
		3-Hop:  0.2547

Score for iteration 9000
Answer Metrics
	Hits@1:  0.8728
	Hits@3:  0.9447
	Hits@5:  0.9589
	Hits@10:  0.9737
	Hits@20:  0.9846
	MRR:  0.9130
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9123
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9160
	3-Hop
		Hits@1:  0.8770
		MRR:  0.9131
Valid Action Count at Each Step
	Overall Average: 34.0299
		Step 1: 20.9075
		Step 2: 30.3240
		Step 3: 29.1589
		Step 4: 55.7291
Entropy Metrics
	Question Entropy:  0.0380
	Path Entropy:  0.1520
		Step 1:  0.0140
		Step 2:  0.0106
		Step 3:  0.0357
		Step 4:  0.0917
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4158
	Restart Rate:  0.0000
	No-Op Rate:  0.4158
	Cycle Rate:  0.0074
	Backtrack Rate:  0.0000
	Unique Edges:  2.3355
	Redundancy:  0.0004
	Avg Segment Hops:  2.3368
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9955
	Precision:  0.0209
	F1 Score:  0.0408
GT-Edge Overlap Metrics
	Recall:  0.6973
	Precision:  0.7171
	F1 Score:  0.7042
Node-Set Overlap Metrics
	Recall:  0.8746
	Precision:  0.9265
	F1 Score:  0.8952
Path Edit Distance Metrics:
	Overall Average:  0.3077
		2-Hop:  0.2902
		4-Hop:  0.4204
		3-Hop:  0.2994
Relation-Set Overlap Metrics
	Recall:  0.7958
	Precision:  0.8624
	F1 Score:  0.8186
Relation Edit Distance Metrics:
	Overall Average:  0.2184
		2-Hop:  0.2150
		4-Hop:  0.2584
		3-Hop:  0.2094

Score for iteration 9100
Answer Metrics
	Hits@1:  0.8657
	Hits@3:  0.9325
	Hits@5:  0.9544
	Hits@10:  0.9685
	Hits@20:  0.9801
	MRR:  0.9048
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8859
		MRR:  0.9221
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8780
	3-Hop
		Hits@1:  0.8360
		MRR:  0.8787
Valid Action Count at Each Step
	Overall Average: 33.6075
		Step 1: 20.9075
		Step 2: 27.1600
		Step 3: 26.8015
		Step 4: 59.5609
Entropy Metrics
	Question Entropy:  0.0344
	Path Entropy:  0.1377
		Step 1:  0.0118
		Step 2:  0.0096
		Step 3:  0.0300
		Step 4:  0.0863
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4373
	Restart Rate:  0.0000
	No-Op Rate:  0.4373
	Cycle Rate:  0.0060
	Backtrack Rate:  0.0000
	Unique Edges:  2.2506
	Redundancy:  0.0006
	Avg Segment Hops:  2.2506
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0200
	F1 Score:  0.0391
GT-Edge Overlap Metrics
	Recall:  0.6887
	Precision:  0.7174
	F1 Score:  0.7002
Node-Set Overlap Metrics
	Recall:  0.8657
	Precision:  0.9300
	F1 Score:  0.8922
Path Edit Distance Metrics:
	Overall Average:  0.3124
		2-Hop:  0.2671
		4-Hop:  0.4860
		3-Hop:  0.3386
Relation-Set Overlap Metrics
	Recall:  0.7865
	Precision:  0.8693
	F1 Score:  0.8169
Relation Edit Distance Metrics:
	Overall Average:  0.2202
		2-Hop:  0.1949
		4-Hop:  0.3142
		3-Hop:  0.2358

Score for iteration 9200
Answer Metrics
	Hits@1:  0.8496
	Hits@3:  0.9428
	Hits@5:  0.9544
	Hits@10:  0.9730
	Hits@20:  0.9846
	MRR:  0.8984
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8582
		MRR:  0.9049
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8826
	3-Hop
		Hits@1:  0.8405
		MRR:  0.8909
Valid Action Count at Each Step
	Overall Average: 33.1640
		Step 1: 20.9075
		Step 2: 30.7653
		Step 3: 31.3111
		Step 4: 49.6720
Entropy Metrics
	Question Entropy:  0.0344
	Path Entropy:  0.1377
		Step 1:  0.0148
		Step 2:  0.0137
		Step 3:  0.0281
		Step 4:  0.0811
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4192
	Restart Rate:  0.0000
	No-Op Rate:  0.4192
	Cycle Rate:  0.0214
	Backtrack Rate:  0.0000
	Unique Edges:  2.3213
	Redundancy:  0.0012
	Avg Segment Hops:  2.3233
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0211
	F1 Score:  0.0411
GT-Edge Overlap Metrics
	Recall:  0.6915
	Precision:  0.7104
	F1 Score:  0.6982
Node-Set Overlap Metrics
	Recall:  0.8677
	Precision:  0.9274
	F1 Score:  0.8917
Path Edit Distance Metrics:
	Overall Average:  0.3152
		2-Hop:  0.2786
		4-Hop:  0.4916
		3-Hop:  0.3216
Relation-Set Overlap Metrics
	Recall:  0.7845
	Precision:  0.8565
	F1 Score:  0.8096
Relation Edit Distance Metrics:
	Overall Average:  0.2302
		2-Hop:  0.2123
		4-Hop:  0.3254
		3-Hop:  0.2295

Score for iteration 9300
Answer Metrics
	Hits@1:  0.8869
	Hits@3:  0.9460
	Hits@5:  0.9569
	Hits@10:  0.9749
	Hits@20:  0.9833
	MRR:  0.9197
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8881
		MRR:  0.9220
	4-Hop
		Hits@1:  0.8547
		MRR:  0.8979
	3-Hop
		Hits@1:  0.8975
		MRR:  0.9238
Valid Action Count at Each Step
	Overall Average: 34.8530
		Step 1: 20.9075
		Step 2: 28.7578
		Step 3: 31.3134
		Step 4: 58.4334
Entropy Metrics
	Question Entropy:  0.0344
	Path Entropy:  0.1377
		Step 1:  0.0119
		Step 2:  0.0120
		Step 3:  0.0283
		Step 4:  0.0855
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4185
	Restart Rate:  0.0000
	No-Op Rate:  0.4185
	Cycle Rate:  0.0145
	Backtrack Rate:  0.0000
	Unique Edges:  2.3220
	Redundancy:  0.0019
	Avg Segment Hops:  2.3258
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0207
	F1 Score:  0.0405
GT-Edge Overlap Metrics
	Recall:  0.7065
	Precision:  0.7250
	F1 Score:  0.7130
Node-Set Overlap Metrics
	Recall:  0.8782
	Precision:  0.9351
	F1 Score:  0.9009
Path Edit Distance Metrics:
	Overall Average:  0.2994
		2-Hop:  0.2667
		4-Hop:  0.4581
		3-Hop:  0.3045
Relation-Set Overlap Metrics
	Recall:  0.8008
	Precision:  0.8706
	F1 Score:  0.8247
Relation Edit Distance Metrics:
	Overall Average:  0.2126
		2-Hop:  0.1957
		4-Hop:  0.2975
		3-Hop:  0.2141

Score for iteration 9400
Answer Metrics
	Hits@1:  0.6613
	Hits@3:  0.8348
	Hits@5:  0.8760
	Hits@10:  0.9254
	Hits@20:  0.9518
	MRR:  0.7604
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.6077
		MRR:  0.7304
	4-Hop
		Hits@1:  0.8156
		MRR:  0.8628
	3-Hop
		Hits@1:  0.7130
		MRR:  0.7827
Valid Action Count at Each Step
	Overall Average: 30.7765
		Step 1: 20.9075
		Step 2: 26.2736
		Step 3: 26.2908
		Step 4: 49.6340
Entropy Metrics
	Question Entropy:  0.0366
	Path Entropy:  0.1464
		Step 1:  0.0111
		Step 2:  0.0048
		Step 3:  0.0314
		Step 4:  0.0991
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5336
	Restart Rate:  0.0000
	No-Op Rate:  0.5336
	Cycle Rate:  0.0024
	Backtrack Rate:  0.0000
	Unique Edges:  1.8657
	Redundancy:  0.0019
	Avg Segment Hops:  1.8657
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9852
	Precision:  0.0186
	F1 Score:  0.0364
GT-Edge Overlap Metrics
	Recall:  0.4918
	Precision:  0.6007
	F1 Score:  0.5308
Node-Set Overlap Metrics
	Recall:  0.7448
	Precision:  0.9084
	F1 Score:  0.8111
Path Edit Distance Metrics:
	Overall Average:  0.5087
		2-Hop:  0.5068
		4-Hop:  0.5796
		3-Hop:  0.4841
Relation-Set Overlap Metrics
	Recall:  0.6066
	Precision:  0.7954
	F1 Score:  0.6733
Relation Edit Distance Metrics:
	Overall Average:  0.3958
		2-Hop:  0.4156
		4-Hop:  0.3953
		3-Hop:  0.3536

Score for iteration 9500
Answer Metrics
	Hits@1:  0.8374
	Hits@3:  0.9254
	Hits@5:  0.9537
	Hits@10:  0.9711
	Hits@20:  0.9852
	MRR:  0.8877
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8305
		MRR:  0.8840
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9160
	3-Hop
		Hits@1:  0.8314
		MRR:  0.8841
Valid Action Count at Each Step
	Overall Average: 34.2283
		Step 1: 20.9075
		Step 2: 29.7514
		Step 3: 32.8779
		Step 4: 53.3765
Entropy Metrics
	Question Entropy:  0.0351
	Path Entropy:  0.1406
		Step 1:  0.0133
		Step 2:  0.0110
		Step 3:  0.0377
		Step 4:  0.0785
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4153
	Restart Rate:  0.0000
	No-Op Rate:  0.4153
	Cycle Rate:  0.0140
	Backtrack Rate:  0.0000
	Unique Edges:  2.3374
	Redundancy:  0.0030
	Avg Segment Hops:  2.3387
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0219
	F1 Score:  0.0427
GT-Edge Overlap Metrics
	Recall:  0.6934
	Precision:  0.7106
	F1 Score:  0.6985
Node-Set Overlap Metrics
	Recall:  0.8686
	Precision:  0.9246
	F1 Score:  0.8905
Path Edit Distance Metrics:
	Overall Average:  0.3156
		2-Hop:  0.2973
		4-Hop:  0.4204
		3-Hop:  0.3119
Relation-Set Overlap Metrics
	Recall:  0.7885
	Precision:  0.8579
	F1 Score:  0.8115
Relation Edit Distance Metrics:
	Overall Average:  0.2290
		2-Hop:  0.2260
		4-Hop:  0.2612
		3-Hop:  0.2221

Score for iteration 9600
Answer Metrics
	Hits@1:  0.8226
	Hits@3:  0.9396
	Hits@5:  0.9550
	Hits@10:  0.9672
	Hits@20:  0.9788
	MRR:  0.8806
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9145
	4-Hop
		Hits@1:  0.6369
		MRR:  0.7641
	3-Hop
		Hits@1:  0.7995
		MRR:  0.8558
Valid Action Count at Each Step
	Overall Average: 32.3765
		Step 1: 20.9075
		Step 2: 27.9023
		Step 3: 28.5909
		Step 4: 52.1054
Entropy Metrics
	Question Entropy:  0.0301
	Path Entropy:  0.1203
		Step 1:  0.0118
		Step 2:  0.0087
		Step 3:  0.0257
		Step 4:  0.0741
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4295
	Restart Rate:  0.0000
	No-Op Rate:  0.4295
	Cycle Rate:  0.0123
	Backtrack Rate:  0.0000
	Unique Edges:  2.2815
	Redundancy:  0.0015
	Avg Segment Hops:  2.2821
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0200
	F1 Score:  0.0391
GT-Edge Overlap Metrics
	Recall:  0.6841
	Precision:  0.7057
	F1 Score:  0.6923
Node-Set Overlap Metrics
	Recall:  0.8603
	Precision:  0.9231
	F1 Score:  0.8859
Path Edit Distance Metrics:
	Overall Average:  0.3217
		2-Hop:  0.2631
		4-Hop:  0.5349
		3-Hop:  0.3599
Relation-Set Overlap Metrics
	Recall:  0.7817
	Precision:  0.8586
	F1 Score:  0.8091
Relation Edit Distance Metrics:
	Overall Average:  0.2307
		2-Hop:  0.1942
		4-Hop:  0.3687
		3-Hop:  0.2523

Score for iteration 9700
Answer Metrics
	Hits@1:  0.8554
	Hits@3:  0.9319
	Hits@5:  0.9486
	Hits@10:  0.9679
	Hits@20:  0.9794
	MRR:  0.8984
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9102
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8837
	3-Hop
		Hits@1:  0.8360
		MRR:  0.8790
Valid Action Count at Each Step
	Overall Average: 30.6954
		Step 1: 20.9075
		Step 2: 24.8998
		Step 3: 26.0383
		Step 4: 50.9359
Entropy Metrics
	Question Entropy:  0.0307
	Path Entropy:  0.1226
		Step 1:  0.0120
		Step 2:  0.0070
		Step 3:  0.0251
		Step 4:  0.0785
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4526
	Restart Rate:  0.0000
	No-Op Rate:  0.4526
	Cycle Rate:  0.0045
	Backtrack Rate:  0.0000
	Unique Edges:  2.1889
	Redundancy:  0.0021
	Avg Segment Hops:  2.1896
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0189
	F1 Score:  0.0370
GT-Edge Overlap Metrics
	Recall:  0.6851
	Precision:  0.7281
	F1 Score:  0.7016
Node-Set Overlap Metrics
	Recall:  0.8619
	Precision:  0.9437
	F1 Score:  0.8954
Path Edit Distance Metrics:
	Overall Average:  0.3152
		2-Hop:  0.2711
		4-Hop:  0.4651
		3-Hop:  0.3483
Relation-Set Overlap Metrics
	Recall:  0.7841
	Precision:  0.8887
	F1 Score:  0.8222
Relation Edit Distance Metrics:
	Overall Average:  0.2199
		2-Hop:  0.1969
		4-Hop:  0.2975
		3-Hop:  0.2375

Score for iteration 9800
Answer Metrics
	Hits@1:  0.8933
	Hits@3:  0.9544
	Hits@5:  0.9634
	Hits@10:  0.9756
	Hits@20:  0.9865
	MRR:  0.9265
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9041
		MRR:  0.9342
	4-Hop
		Hits@1:  0.8436
		MRR:  0.8868
	3-Hop
		Hits@1:  0.8907
		MRR:  0.9262
Valid Action Count at Each Step
	Overall Average: 33.3371
		Step 1: 20.9075
		Step 2: 27.5817
		Step 3: 28.4408
		Step 4: 56.4185
Entropy Metrics
	Question Entropy:  0.0342
	Path Entropy:  0.1368
		Step 1:  0.0134
		Step 2:  0.0075
		Step 3:  0.0354
		Step 4:  0.0804
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4240
	Restart Rate:  0.0000
	No-Op Rate:  0.4240
	Cycle Rate:  0.0058
	Backtrack Rate:  0.0000
	Unique Edges:  2.3033
	Redundancy:  0.0009
	Avg Segment Hops:  2.3040
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0194
	F1 Score:  0.0380
GT-Edge Overlap Metrics
	Recall:  0.7305
	Precision:  0.7547
	F1 Score:  0.7400
Node-Set Overlap Metrics
	Recall:  0.8883
	Precision:  0.9430
	F1 Score:  0.9108
Path Edit Distance Metrics:
	Overall Average:  0.2711
		2-Hop:  0.2297
		4-Hop:  0.4274
		3-Hop:  0.2957
Relation-Set Overlap Metrics
	Recall:  0.8197
	Precision:  0.8909
	F1 Score:  0.8458
Relation Edit Distance Metrics:
	Overall Average:  0.1880
		2-Hop:  0.1676
		4-Hop:  0.2640
		3-Hop:  0.2006

Score for iteration 9900
Answer Metrics
	Hits@1:  0.8605
	Hits@3:  0.9396
	Hits@5:  0.9557
	Hits@10:  0.9672
	Hits@20:  0.9814
	MRR:  0.9034
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8486
		MRR:  0.8977
	4-Hop
		Hits@1:  0.8603
		MRR:  0.8976
	3-Hop
		Hits@1:  0.8861
		MRR:  0.9178
Valid Action Count at Each Step
	Overall Average: 32.2174
		Step 1: 20.9075
		Step 2: 27.6907
		Step 3: 28.9443
		Step 4: 51.3272
Entropy Metrics
	Question Entropy:  0.0384
	Path Entropy:  0.1535
		Step 1:  0.0140
		Step 2:  0.0105
		Step 3:  0.0407
		Step 4:  0.0882
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3978
	Restart Rate:  0.0000
	No-Op Rate:  0.3978
	Cycle Rate:  0.0096
	Backtrack Rate:  0.0000
	Unique Edges:  2.4068
	Redundancy:  0.0019
	Avg Segment Hops:  2.4087
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0210
	F1 Score:  0.0409
GT-Edge Overlap Metrics
	Recall:  0.7053
	Precision:  0.7108
	F1 Score:  0.7051
Node-Set Overlap Metrics
	Recall:  0.8802
	Precision:  0.9176
	F1 Score:  0.8936
Path Edit Distance Metrics:
	Overall Average:  0.3085
		2-Hop:  0.2970
		4-Hop:  0.4176
		3-Hop:  0.2885
Relation-Set Overlap Metrics
	Recall:  0.8018
	Precision:  0.8492
	F1 Score:  0.8156
Relation Edit Distance Metrics:
	Overall Average:  0.2232
		2-Hop:  0.2260
		4-Hop:  0.2654
		3-Hop:  0.2001

Score for iteration 10000
Answer Metrics
	Hits@1:  0.8805
	Hits@3:  0.9447
	Hits@5:  0.9576
	Hits@10:  0.9711
	Hits@20:  0.9839
	MRR:  0.9158
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8881
		MRR:  0.9238
	4-Hop
		Hits@1:  0.8659
		MRR:  0.8990
	3-Hop
		Hits@1:  0.8702
		MRR:  0.9053
Valid Action Count at Each Step
	Overall Average: 31.2467
		Step 1: 20.9075
		Step 2: 25.6778
		Step 3: 27.6521
		Step 4: 50.7495
Entropy Metrics
	Question Entropy:  0.0341
	Path Entropy:  0.1364
		Step 1:  0.0146
		Step 2:  0.0088
		Step 3:  0.0316
		Step 4:  0.0813
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4240
	Restart Rate:  0.0000
	No-Op Rate:  0.4240
	Cycle Rate:  0.0078
	Backtrack Rate:  0.0000
	Unique Edges:  2.3040
	Redundancy:  0.0006
	Avg Segment Hops:  2.3040
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0193
	F1 Score:  0.0377
GT-Edge Overlap Metrics
	Recall:  0.7114
	Precision:  0.7343
	F1 Score:  0.7201
Node-Set Overlap Metrics
	Recall:  0.8775
	Precision:  0.9330
	F1 Score:  0.9001
Path Edit Distance Metrics:
	Overall Average:  0.2927
		2-Hop:  0.2465
		4-Hop:  0.4707
		3-Hop:  0.3189
Relation-Set Overlap Metrics
	Recall:  0.8045
	Precision:  0.8745
	F1 Score:  0.8296
Relation Edit Distance Metrics:
	Overall Average:  0.2072
		2-Hop:  0.1822
		4-Hop:  0.3059
		3-Hop:  0.2204

Score for iteration 10100
Answer Metrics
	Hits@1:  0.8772
	Hits@3:  0.9441
	Hits@5:  0.9602
	Hits@10:  0.9737
	Hits@20:  0.9839
	MRR:  0.9150
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8881
		MRR:  0.9235
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9065
	3-Hop
		Hits@1:  0.8519
		MRR:  0.9004
Valid Action Count at Each Step
	Overall Average: 31.6798
		Step 1: 20.9075
		Step 2: 26.3934
		Step 3: 28.7450
		Step 4: 50.6734
Entropy Metrics
	Question Entropy:  0.0357
	Path Entropy:  0.1426
		Step 1:  0.0158
		Step 2:  0.0105
		Step 3:  0.0349
		Step 4:  0.0815
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4254
	Restart Rate:  0.0000
	No-Op Rate:  0.4254
	Cycle Rate:  0.0071
	Backtrack Rate:  0.0000
	Unique Edges:  2.2976
	Redundancy:  0.0014
	Avg Segment Hops:  2.2982
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0203
	F1 Score:  0.0396
GT-Edge Overlap Metrics
	Recall:  0.6993
	Precision:  0.7202
	F1 Score:  0.7071
Node-Set Overlap Metrics
	Recall:  0.8727
	Precision:  0.9306
	F1 Score:  0.8961
Path Edit Distance Metrics:
	Overall Average:  0.3052
		2-Hop:  0.2669
		4-Hop:  0.4693
		3-Hop:  0.3202
Relation-Set Overlap Metrics
	Recall:  0.7995
	Precision:  0.8719
	F1 Score:  0.8252
Relation Edit Distance Metrics:
	Overall Average:  0.2135
		2-Hop:  0.1924
		4-Hop:  0.3059
		3-Hop:  0.2210

Score for iteration 10200
Answer Metrics
	Hits@1:  0.8708
	Hits@3:  0.9422
	Hits@5:  0.9602
	Hits@10:  0.9737
	Hits@20:  0.9852
	MRR:  0.9112
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8934
		MRR:  0.9273
	4-Hop
		Hits@1:  0.8603
		MRR:  0.8991
	3-Hop
		Hits@1:  0.8269
		MRR:  0.8817
Valid Action Count at Each Step
	Overall Average: 32.1402
		Step 1: 20.9075
		Step 2: 24.5774
		Step 3: 27.1269
		Step 4: 55.9490
Entropy Metrics
	Question Entropy:  0.0331
	Path Entropy:  0.1325
		Step 1:  0.0132
		Step 2:  0.0091
		Step 3:  0.0244
		Step 4:  0.0858
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4386
	Restart Rate:  0.0000
	No-Op Rate:  0.4386
	Cycle Rate:  0.0076
	Backtrack Rate:  0.0000
	Unique Edges:  2.2449
	Redundancy:  0.0027
	Avg Segment Hops:  2.2455
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0187
	F1 Score:  0.0367
GT-Edge Overlap Metrics
	Recall:  0.6912
	Precision:  0.7194
	F1 Score:  0.7022
Node-Set Overlap Metrics
	Recall:  0.8682
	Precision:  0.9365
	F1 Score:  0.8960
Path Edit Distance Metrics:
	Overall Average:  0.3119
		2-Hop:  0.2557
		4-Hop:  0.4972
		3-Hop:  0.3565
Relation-Set Overlap Metrics
	Recall:  0.7874
	Precision:  0.8687
	F1 Score:  0.8171
Relation Edit Distance Metrics:
	Overall Average:  0.2226
		2-Hop:  0.1891
		4-Hop:  0.3324
		3-Hop:  0.2494

Score for iteration 10300
Answer Metrics
	Hits@1:  0.8862
	Hits@3:  0.9415
	Hits@5:  0.9563
	Hits@10:  0.9711
	Hits@20:  0.9846
	MRR:  0.9184
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8998
		MRR:  0.9281
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9168
	3-Hop
		Hits@1:  0.8542
		MRR:  0.8984
Valid Action Count at Each Step
	Overall Average: 34.9905
		Step 1: 20.9075
		Step 2: 30.1370
		Step 3: 32.3696
		Step 4: 56.5481
Entropy Metrics
	Question Entropy:  0.0377
	Path Entropy:  0.1506
		Step 1:  0.0160
		Step 2:  0.0167
		Step 3:  0.0340
		Step 4:  0.0839
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4071
	Restart Rate:  0.0000
	No-Op Rate:  0.4071
	Cycle Rate:  0.0272
	Backtrack Rate:  0.0000
	Unique Edges:  2.3702
	Redundancy:  0.0017
	Avg Segment Hops:  2.3715
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0216
	F1 Score:  0.0421
GT-Edge Overlap Metrics
	Recall:  0.6878
	Precision:  0.6933
	F1 Score:  0.6875
Node-Set Overlap Metrics
	Recall:  0.8697
	Precision:  0.9277
	F1 Score:  0.8931
Path Edit Distance Metrics:
	Overall Average:  0.3333
		2-Hop:  0.2745
		4-Hop:  0.5852
		3-Hop:  0.3561
Relation-Set Overlap Metrics
	Recall:  0.7906
	Precision:  0.8423
	F1 Score:  0.8062
Relation Edit Distance Metrics:
	Overall Average:  0.2412
		2-Hop:  0.2057
		4-Hop:  0.4064
		3-Hop:  0.2496

Score for iteration 10400
Answer Metrics
	Hits@1:  0.8567
	Hits@3:  0.9364
	Hits@5:  0.9499
	Hits@10:  0.9692
	Hits@20:  0.9833
	MRR:  0.9006
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8870
		MRR:  0.9214
	4-Hop
		Hits@1:  0.7933
		MRR:  0.8543
	3-Hop
		Hits@1:  0.8178
		MRR:  0.8751
Valid Action Count at Each Step
	Overall Average: 33.6333
		Step 1: 20.9075
		Step 2: 27.7860
		Step 3: 27.6515
		Step 4: 58.1884
Entropy Metrics
	Question Entropy:  0.0342
	Path Entropy:  0.1369
		Step 1:  0.0160
		Step 2:  0.0097
		Step 3:  0.0294
		Step 4:  0.0818
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4428
	Restart Rate:  0.0000
	No-Op Rate:  0.4428
	Cycle Rate:  0.0130
	Backtrack Rate:  0.0000
	Unique Edges:  2.2275
	Redundancy:  0.0023
	Avg Segment Hops:  2.2288
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0196
	F1 Score:  0.0384
GT-Edge Overlap Metrics
	Recall:  0.6714
	Precision:  0.7004
	F1 Score:  0.6829
Node-Set Overlap Metrics
	Recall:  0.8549
	Precision:  0.9300
	F1 Score:  0.8856
Path Edit Distance Metrics:
	Overall Average:  0.3294
		2-Hop:  0.2655
		4-Hop:  0.5168
		3-Hop:  0.3895
Relation-Set Overlap Metrics
	Recall:  0.7681
	Precision:  0.8519
	F1 Score:  0.7991
Relation Edit Distance Metrics:
	Overall Average:  0.2375
		2-Hop:  0.1985
		4-Hop:  0.3422
		3-Hop:  0.2783

Score for iteration 10500
Answer Metrics
	Hits@1:  0.8817
	Hits@3:  0.9479
	Hits@5:  0.9589
	Hits@10:  0.9698
	Hits@20:  0.9820
	MRR:  0.9179
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8955
		MRR:  0.9287
	4-Hop
		Hits@1:  0.8547
		MRR:  0.9000
	3-Hop
		Hits@1:  0.8633
		MRR:  0.9021
Valid Action Count at Each Step
	Overall Average: 32.9474
		Step 1: 20.9075
		Step 2: 29.0088
		Step 3: 28.9140
		Step 4: 52.9592
Entropy Metrics
	Question Entropy:  0.0308
	Path Entropy:  0.1231
		Step 1:  0.0158
		Step 2:  0.0088
		Step 3:  0.0289
		Step 4:  0.0697
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4319
	Restart Rate:  0.0000
	No-Op Rate:  0.4319
	Cycle Rate:  0.0087
	Backtrack Rate:  0.0000
	Unique Edges:  2.2725
	Redundancy:  0.0013
	Avg Segment Hops:  2.2725
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0216
	F1 Score:  0.0421
GT-Edge Overlap Metrics
	Recall:  0.7006
	Precision:  0.7233
	F1 Score:  0.7093
Node-Set Overlap Metrics
	Recall:  0.8740
	Precision:  0.9360
	F1 Score:  0.8992
Path Edit Distance Metrics:
	Overall Average:  0.3020
		2-Hop:  0.2463
		4-Hop:  0.4874
		3-Hop:  0.3455
Relation-Set Overlap Metrics
	Recall:  0.7992
	Precision:  0.8749
	F1 Score:  0.8268
Relation Edit Distance Metrics:
	Overall Average:  0.2111
		2-Hop:  0.1784
		4-Hop:  0.3073
		3-Hop:  0.2418

Score for iteration 10600
Answer Metrics
	Hits@1:  0.8740
	Hits@3:  0.9402
	Hits@5:  0.9576
	Hits@10:  0.9698
	Hits@20:  0.9820
	MRR:  0.9107
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8977
		MRR:  0.9277
	4-Hop
		Hits@1:  0.8045
		MRR:  0.8661
	3-Hop
		Hits@1:  0.8519
		MRR:  0.8924
Valid Action Count at Each Step
	Overall Average: 32.6440
		Step 1: 20.9075
		Step 2: 28.1024
		Step 3: 28.7246
		Step 4: 52.8414
Entropy Metrics
	Question Entropy:  0.0338
	Path Entropy:  0.1350
		Step 1:  0.0178
		Step 2:  0.0133
		Step 3:  0.0258
		Step 4:  0.0782
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4274
	Restart Rate:  0.0000
	No-Op Rate:  0.4274
	Cycle Rate:  0.0094
	Backtrack Rate:  0.0000
	Unique Edges:  2.2898
	Redundancy:  0.0015
	Avg Segment Hops:  2.2905
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0210
	F1 Score:  0.0409
GT-Edge Overlap Metrics
	Recall:  0.7038
	Precision:  0.7261
	F1 Score:  0.7122
Node-Set Overlap Metrics
	Recall:  0.8737
	Precision:  0.9309
	F1 Score:  0.8968
Path Edit Distance Metrics:
	Overall Average:  0.2998
		2-Hop:  0.2450
		4-Hop:  0.4609
		3-Hop:  0.3510
Relation-Set Overlap Metrics
	Recall:  0.7959
	Precision:  0.8656
	F1 Score:  0.8212
Relation Edit Distance Metrics:
	Overall Average:  0.2139
		2-Hop:  0.1807
		4-Hop:  0.3073
		3-Hop:  0.2468

Score for iteration 10700
Answer Metrics
	Hits@1:  0.8650
	Hits@3:  0.9370
	Hits@5:  0.9557
	Hits@10:  0.9653
	Hits@20:  0.9788
	MRR:  0.9028
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9051
		MRR:  0.9310
	4-Hop
		Hits@1:  0.7542
		MRR:  0.8157
	3-Hop
		Hits@1:  0.8246
		MRR:  0.8782
Valid Action Count at Each Step
	Overall Average: 34.8856
		Step 1: 20.9075
		Step 2: 28.4424
		Step 3: 28.7529
		Step 4: 61.4395
Entropy Metrics
	Question Entropy:  0.0333
	Path Entropy:  0.1333
		Step 1:  0.0134
		Step 2:  0.0121
		Step 3:  0.0279
		Step 4:  0.0799
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4344
	Restart Rate:  0.0000
	No-Op Rate:  0.4344
	Cycle Rate:  0.0063
	Backtrack Rate:  0.0000
	Unique Edges:  2.2622
	Redundancy:  0.0013
	Avg Segment Hops:  2.2622
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0196
	F1 Score:  0.0384
GT-Edge Overlap Metrics
	Recall:  0.6968
	Precision:  0.7219
	F1 Score:  0.7066
Node-Set Overlap Metrics
	Recall:  0.8717
	Precision:  0.9350
	F1 Score:  0.8976
Path Edit Distance Metrics:
	Overall Average:  0.3049
		2-Hop:  0.2472
		4-Hop:  0.4804
		3-Hop:  0.3567
Relation-Set Overlap Metrics
	Recall:  0.7918
	Precision:  0.8681
	F1 Score:  0.8198
Relation Edit Distance Metrics:
	Overall Average:  0.2159
		2-Hop:  0.1791
		4-Hop:  0.3226
		3-Hop:  0.2511

Score for iteration 10800
Answer Metrics
	Hits@1:  0.8817
	Hits@3:  0.9518
	Hits@5:  0.9614
	Hits@10:  0.9794
	Hits@20:  0.9891
	MRR:  0.9189
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8977
		MRR:  0.9298
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9185
	3-Hop
		Hits@1:  0.8497
		MRR:  0.8957
Valid Action Count at Each Step
	Overall Average: 33.7214
		Step 1: 20.9075
		Step 2: 28.9228
		Step 3: 30.8146
		Step 4: 54.2407
Entropy Metrics
	Question Entropy:  0.0305
	Path Entropy:  0.1219
		Step 1:  0.0124
		Step 2:  0.0073
		Step 3:  0.0305
		Step 4:  0.0717
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4208
	Restart Rate:  0.0000
	No-Op Rate:  0.4208
	Cycle Rate:  0.0085
	Backtrack Rate:  0.0000
	Unique Edges:  2.3162
	Redundancy:  0.0009
	Avg Segment Hops:  2.3168
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0209
	F1 Score:  0.0408
GT-Edge Overlap Metrics
	Recall:  0.7007
	Precision:  0.7212
	F1 Score:  0.7083
Node-Set Overlap Metrics
	Recall:  0.8773
	Precision:  0.9308
	F1 Score:  0.8989
Path Edit Distance Metrics:
	Overall Average:  0.3043
		2-Hop:  0.2598
		4-Hop:  0.4525
		3-Hop:  0.3388
Relation-Set Overlap Metrics
	Recall:  0.8010
	Precision:  0.8696
	F1 Score:  0.8253
Relation Edit Distance Metrics:
	Overall Average:  0.2133
		2-Hop:  0.1907
		4-Hop:  0.2835
		3-Hop:  0.2329

Score for iteration 10900
Answer Metrics
	Hits@1:  0.8702
	Hits@3:  0.9422
	Hits@5:  0.9531
	Hits@10:  0.9730
	Hits@20:  0.9846
	MRR:  0.9093
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8902
		MRR:  0.9249
	4-Hop
		Hits@1:  0.8659
		MRR:  0.9025
	3-Hop
		Hits@1:  0.8292
		MRR:  0.8788
Valid Action Count at Each Step
	Overall Average: 32.0620
		Step 1: 20.9075
		Step 2: 26.3813
		Step 3: 27.0494
		Step 4: 53.9099
Entropy Metrics
	Question Entropy:  0.0303
	Path Entropy:  0.1211
		Step 1:  0.0143
		Step 2:  0.0086
		Step 3:  0.0266
		Step 4:  0.0716
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4346
	Restart Rate:  0.0000
	No-Op Rate:  0.4346
	Cycle Rate:  0.0068
	Backtrack Rate:  0.0000
	Unique Edges:  2.2616
	Redundancy:  0.0013
	Avg Segment Hops:  2.2616
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0192
	F1 Score:  0.0375
GT-Edge Overlap Metrics
	Recall:  0.6753
	Precision:  0.7009
	F1 Score:  0.6851
Node-Set Overlap Metrics
	Recall:  0.8626
	Precision:  0.9277
	F1 Score:  0.8889
Path Edit Distance Metrics:
	Overall Average:  0.3275
		2-Hop:  0.2738
		4-Hop:  0.5000
		3-Hop:  0.3719
Relation-Set Overlap Metrics
	Recall:  0.7827
	Precision:  0.8646
	F1 Score:  0.8119
Relation Edit Distance Metrics:
	Overall Average:  0.2281
		2-Hop:  0.1971
		4-Hop:  0.3142
		3-Hop:  0.2595

Score for iteration 11000
Answer Metrics
	Hits@1:  0.8599
	Hits@3:  0.9344
	Hits@5:  0.9524
	Hits@10:  0.9679
	Hits@20:  0.9794
	MRR:  0.9006
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8838
		MRR:  0.9212
	4-Hop
		Hits@1:  0.8212
		MRR:  0.8720
	3-Hop
		Hits@1:  0.8246
		MRR:  0.8683
Valid Action Count at Each Step
	Overall Average: 30.5608
		Step 1: 20.9075
		Step 2: 26.4804
		Step 3: 28.0474
		Step 4: 46.8080
Entropy Metrics
	Question Entropy:  0.0306
	Path Entropy:  0.1223
		Step 1:  0.0124
		Step 2:  0.0074
		Step 3:  0.0265
		Step 4:  0.0761
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4513
	Restart Rate:  0.0000
	No-Op Rate:  0.4513
	Cycle Rate:  0.0026
	Backtrack Rate:  0.0000
	Unique Edges:  2.1947
	Redundancy:  0.0013
	Avg Segment Hops:  2.1947
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0191
	F1 Score:  0.0374
GT-Edge Overlap Metrics
	Recall:  0.6667
	Precision:  0.7008
	F1 Score:  0.6801
Node-Set Overlap Metrics
	Recall:  0.8533
	Precision:  0.9297
	F1 Score:  0.8847
Path Edit Distance Metrics:
	Overall Average:  0.3339
		2-Hop:  0.2756
		4-Hop:  0.5377
		3-Hop:  0.3753
Relation-Set Overlap Metrics
	Recall:  0.7699
	Precision:  0.8626
	F1 Score:  0.8042
Relation Edit Distance Metrics:
	Overall Average:  0.2358
		2-Hop:  0.2050
		4-Hop:  0.3394
		3-Hop:  0.2591

Score for iteration 11100
Answer Metrics
	Hits@1:  0.8445
	Hits@3:  0.9248
	Hits@5:  0.9441
	Hits@10:  0.9627
	Hits@20:  0.9756
	MRR:  0.8892
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8838
		MRR:  0.9180
	4-Hop
		Hits@1:  0.7821
		MRR:  0.8381
	3-Hop
		Hits@1:  0.7859
		MRR:  0.8483
Valid Action Count at Each Step
	Overall Average: 29.3223
		Step 1: 20.9075
		Step 2: 24.2292
		Step 3: 26.1801
		Step 4: 45.9723
Entropy Metrics
	Question Entropy:  0.0291
	Path Entropy:  0.1164
		Step 1:  0.0097
		Step 2:  0.0071
		Step 3:  0.0238
		Step 4:  0.0758
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4576
	Restart Rate:  0.0000
	No-Op Rate:  0.4576
	Cycle Rate:  0.0035
	Backtrack Rate:  0.0000
	Unique Edges:  2.1697
	Redundancy:  0.0013
	Avg Segment Hops:  2.1697
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9878
	Precision:  0.0185
	F1 Score:  0.0361
GT-Edge Overlap Metrics
	Recall:  0.6595
	Precision:  0.6980
	F1 Score:  0.6748
Node-Set Overlap Metrics
	Recall:  0.8488
	Precision:  0.9304
	F1 Score:  0.8824
Path Edit Distance Metrics:
	Overall Average:  0.3410
		2-Hop:  0.2752
		4-Hop:  0.5615
		3-Hop:  0.3916
Relation-Set Overlap Metrics
	Recall:  0.7624
	Precision:  0.8619
	F1 Score:  0.7993
Relation Edit Distance Metrics:
	Overall Average:  0.2426
		2-Hop:  0.2034
		4-Hop:  0.3771
		3-Hop:  0.2713

Score for iteration 11200
Answer Metrics
	Hits@1:  0.8702
	Hits@3:  0.9434
	Hits@5:  0.9557
	Hits@10:  0.9659
	Hits@20:  0.9801
	MRR:  0.9096
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8902
		MRR:  0.9267
	3-Hop
		Hits@1:  0.8405
		MRR:  0.8824
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8868
Valid Action Count at Each Step
	Overall Average: 32.0143
		Step 1: 20.9075
		Step 2: 25.3478
		Step 3: 28.3363
		Step 4: 53.4655
Entropy Metrics
	Question Entropy:  0.0313
	Path Entropy:  0.1253
		Step 1:  0.0104
		Step 2:  0.0092
		Step 3:  0.0263
		Step 4:  0.0795
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4476
	Restart Rate:  0.0000
	No-Op Rate:  0.4476
	Cycle Rate:  0.0040
	Backtrack Rate:  0.0000
	Unique Edges:  2.2095
	Redundancy:  0.0026
	Avg Segment Hops:  2.2095
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0183
	F1 Score:  0.0358
GT-Edge Overlap Metrics
	Recall:  0.6717
	Precision:  0.7034
	F1 Score:  0.6841
Node-Set Overlap Metrics
	Recall:  0.8596
	Precision:  0.9348
	F1 Score:  0.8904
Path Edit Distance Metrics:
	Overall Average:  0.3294
		2-Hop:  0.2786
		4-Hop:  0.4916
		3-Hop:  0.3717
Relation-Set Overlap Metrics
	Recall:  0.7740
	Precision:  0.8642
	F1 Score:  0.8072
Relation Edit Distance Metrics:
	Overall Average:  0.2322
		2-Hop:  0.2034
		4-Hop:  0.3170
		3-Hop:  0.2589

Score for iteration 11300
Answer Metrics
	Hits@1:  0.8593
	Hits@3:  0.9447
	Hits@5:  0.9608
	Hits@10:  0.9692
	Hits@20:  0.9852
	MRR:  0.9051
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8827
		MRR:  0.9221
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8916
	3-Hop
		Hits@1:  0.8223
		MRR:  0.8742
Valid Action Count at Each Step
	Overall Average: 35.9305
		Step 1: 20.9075
		Step 2: 27.0315
		Step 3: 31.1129
		Step 4: 64.6701
Entropy Metrics
	Question Entropy:  0.0343
	Path Entropy:  0.1373
		Step 1:  0.0121
		Step 2:  0.0114
		Step 3:  0.0282
		Step 4:  0.0856
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4230
	Restart Rate:  0.0000
	No-Op Rate:  0.4230
	Cycle Rate:  0.0132
	Backtrack Rate:  0.0000
	Unique Edges:  2.3078
	Redundancy:  0.0006
	Avg Segment Hops:  2.3078
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0192
	F1 Score:  0.0375
GT-Edge Overlap Metrics
	Recall:  0.6863
	Precision:  0.7061
	F1 Score:  0.6932
Node-Set Overlap Metrics
	Recall:  0.8646
	Precision:  0.9228
	F1 Score:  0.8882
Path Edit Distance Metrics:
	Overall Average:  0.3201
		2-Hop:  0.2620
		4-Hop:  0.4832
		3-Hop:  0.3776
Relation-Set Overlap Metrics
	Recall:  0.7844
	Precision:  0.8542
	F1 Score:  0.8089
Relation Edit Distance Metrics:
	Overall Average:  0.2302
		2-Hop:  0.1938
		4-Hop:  0.3254
		3-Hop:  0.2692

Score for iteration 11400
Answer Metrics
	Hits@1:  0.8792
	Hits@3:  0.9499
	Hits@5:  0.9634
	Hits@10:  0.9749
	Hits@20:  0.9846
	MRR:  0.9166
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8870
		MRR:  0.9230
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9243
	3-Hop
		Hits@1:  0.8565
		MRR:  0.8997
Valid Action Count at Each Step
	Overall Average: 31.9305
		Step 1: 20.9075
		Step 2: 25.2863
		Step 3: 27.9346
		Step 4: 53.5939
Entropy Metrics
	Question Entropy:  0.0283
	Path Entropy:  0.1133
		Step 1:  0.0075
		Step 2:  0.0064
		Step 3:  0.0238
		Step 4:  0.0756
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4332
	Restart Rate:  0.0000
	No-Op Rate:  0.4332
	Cycle Rate:  0.0067
	Backtrack Rate:  0.0000
	Unique Edges:  2.2674
	Redundancy:  0.0006
	Avg Segment Hops:  2.2674
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0190
	F1 Score:  0.0372
GT-Edge Overlap Metrics
	Recall:  0.6968
	Precision:  0.7228
	F1 Score:  0.7069
Node-Set Overlap Metrics
	Recall:  0.8731
	Precision:  0.9367
	F1 Score:  0.8992
Path Edit Distance Metrics:
	Overall Average:  0.3055
		2-Hop:  0.2569
		4-Hop:  0.4539
		3-Hop:  0.3487
Relation-Set Overlap Metrics
	Recall:  0.7947
	Precision:  0.8737
	F1 Score:  0.8235
Relation Edit Distance Metrics:
	Overall Average:  0.2140
		2-Hop:  0.1873
		4-Hop:  0.2947
		3-Hop:  0.2382

Score for iteration 11500
Answer Metrics
	Hits@1:  0.8772
	Hits@3:  0.9524
	Hits@5:  0.9653
	Hits@10:  0.9743
	Hits@20:  0.9839
	MRR:  0.9168
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8870
		MRR:  0.9240
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8961
	3-Hop
		Hits@1:  0.8724
		MRR:  0.9100
Valid Action Count at Each Step
	Overall Average: 31.7591
		Step 1: 20.9075
		Step 2: 25.3688
		Step 3: 28.4839
		Step 4: 52.2761
Entropy Metrics
	Question Entropy:  0.0295
	Path Entropy:  0.1179
		Step 1:  0.0093
		Step 2:  0.0087
		Step 3:  0.0243
		Step 4:  0.0756
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4279
	Restart Rate:  0.0000
	No-Op Rate:  0.4279
	Cycle Rate:  0.0078
	Backtrack Rate:  0.0000
	Unique Edges:  2.2886
	Redundancy:  0.0006
	Avg Segment Hops:  2.2886
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0191
	F1 Score:  0.0374
GT-Edge Overlap Metrics
	Recall:  0.7046
	Precision:  0.7269
	F1 Score:  0.7131
Node-Set Overlap Metrics
	Recall:  0.8779
	Precision:  0.9370
	F1 Score:  0.9021
Path Edit Distance Metrics:
	Overall Average:  0.2985
		2-Hop:  0.2544
		4-Hop:  0.4595
		3-Hop:  0.3269
Relation-Set Overlap Metrics
	Recall:  0.8016
	Precision:  0.8758
	F1 Score:  0.8285
Relation Edit Distance Metrics:
	Overall Average:  0.2088
		2-Hop:  0.1859
		4-Hop:  0.3031
		3-Hop:  0.2192

Score for iteration 11600
Answer Metrics
	Hits@1:  0.8753
	Hits@3:  0.9473
	Hits@5:  0.9614
	Hits@10:  0.9743
	Hits@20:  0.9839
	MRR:  0.9141
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8763
		MRR:  0.9156
	4-Hop
		Hits@1:  0.8603
		MRR:  0.9053
	3-Hop
		Hits@1:  0.8793
		MRR:  0.9146
Valid Action Count at Each Step
	Overall Average: 31.1821
		Step 1: 20.9075
		Step 2: 25.3775
		Step 3: 29.1053
		Step 4: 49.3379
Entropy Metrics
	Question Entropy:  0.0304
	Path Entropy:  0.1216
		Step 1:  0.0104
		Step 2:  0.0088
		Step 3:  0.0301
		Step 4:  0.0723
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4120
	Restart Rate:  0.0000
	No-Op Rate:  0.4120
	Cycle Rate:  0.0095
	Backtrack Rate:  0.0000
	Unique Edges:  2.3515
	Redundancy:  0.0009
	Avg Segment Hops:  2.3522
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0192
	F1 Score:  0.0377
GT-Edge Overlap Metrics
	Recall:  0.7022
	Precision:  0.7134
	F1 Score:  0.7052
Node-Set Overlap Metrics
	Recall:  0.8790
	Precision:  0.9271
	F1 Score:  0.8977
Path Edit Distance Metrics:
	Overall Average:  0.3066
		2-Hop:  0.2833
		4-Hop:  0.4385
		3-Hop:  0.3024
Relation-Set Overlap Metrics
	Recall:  0.7999
	Precision:  0.8613
	F1 Score:  0.8208
Relation Edit Distance Metrics:
	Overall Average:  0.2181
		2-Hop:  0.2106
		4-Hop:  0.2905
		3-Hop:  0.2046

Score for iteration 11700
Answer Metrics
	Hits@1:  0.8631
	Hits@3:  0.9383
	Hits@5:  0.9563
	Hits@10:  0.9717
	Hits@20:  0.9820
	MRR:  0.9046
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8667
		MRR:  0.9084
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9136
	3-Hop
		Hits@1:  0.8497
		MRR:  0.8929
Valid Action Count at Each Step
	Overall Average: 34.7860
		Step 1: 20.9075
		Step 2: 25.4739
		Step 3: 29.8421
		Step 4: 62.9203
Entropy Metrics
	Question Entropy:  0.0312
	Path Entropy:  0.1247
		Step 1:  0.0087
		Step 2:  0.0089
		Step 3:  0.0321
		Step 4:  0.0750
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4325
	Restart Rate:  0.0000
	No-Op Rate:  0.4325
	Cycle Rate:  0.0065
	Backtrack Rate:  0.0000
	Unique Edges:  2.2699
	Redundancy:  0.0019
	Avg Segment Hops:  2.2699
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0194
	F1 Score:  0.0380
GT-Edge Overlap Metrics
	Recall:  0.6766
	Precision:  0.6966
	F1 Score:  0.6838
Node-Set Overlap Metrics
	Recall:  0.8625
	Precision:  0.9254
	F1 Score:  0.8880
Path Edit Distance Metrics:
	Overall Average:  0.3286
		2-Hop:  0.2919
		4-Hop:  0.4832
		3-Hop:  0.3438
Relation-Set Overlap Metrics
	Recall:  0.7757
	Precision:  0.8510
	F1 Score:  0.8027
Relation Edit Distance Metrics:
	Overall Average:  0.2359
		2-Hop:  0.2201
		4-Hop:  0.3212
		3-Hop:  0.2348

Score for iteration 11800
Answer Metrics
	Hits@1:  0.8792
	Hits@3:  0.9486
	Hits@5:  0.9608
	Hits@10:  0.9717
	Hits@20:  0.9852
	MRR:  0.9167
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8795
		MRR:  0.9158
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8949
	3-Hop
		Hits@1:  0.8952
		MRR:  0.9276
Valid Action Count at Each Step
	Overall Average: 33.0610
		Step 1: 20.9075
		Step 2: 26.3291
		Step 3: 28.1369
		Step 4: 56.8707
Entropy Metrics
	Question Entropy:  0.0283
	Path Entropy:  0.1133
		Step 1:  0.0110
		Step 2:  0.0070
		Step 3:  0.0280
		Step 4:  0.0673
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4238
	Restart Rate:  0.0000
	No-Op Rate:  0.4238
	Cycle Rate:  0.0086
	Backtrack Rate:  0.0000
	Unique Edges:  2.3040
	Redundancy:  0.0009
	Avg Segment Hops:  2.3046
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0196
	F1 Score:  0.0382
GT-Edge Overlap Metrics
	Recall:  0.7038
	Precision:  0.7237
	F1 Score:  0.7112
Node-Set Overlap Metrics
	Recall:  0.8770
	Precision:  0.9327
	F1 Score:  0.8995
Path Edit Distance Metrics:
	Overall Average:  0.2998
		2-Hop:  0.2639
		4-Hop:  0.4567
		3-Hop:  0.3126
Relation-Set Overlap Metrics
	Recall:  0.7985
	Precision:  0.8689
	F1 Score:  0.8236
Relation Edit Distance Metrics:
	Overall Average:  0.2126
		2-Hop:  0.1956
		4-Hop:  0.3059
		3-Hop:  0.2109

Score for iteration 11900
Answer Metrics
	Hits@1:  0.8766
	Hits@3:  0.9486
	Hits@5:  0.9614
	Hits@10:  0.9737
	Hits@20:  0.9820
	MRR:  0.9153
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8806
		MRR:  0.9185
	4-Hop
		Hits@1:  0.8715
		MRR:  0.9131
	3-Hop
		Hits@1:  0.8702
		MRR:  0.9096
Valid Action Count at Each Step
	Overall Average: 31.5757
		Step 1: 20.9075
		Step 2: 25.1177
		Step 3: 25.5256
		Step 4: 54.7520
Entropy Metrics
	Question Entropy:  0.0297
	Path Entropy:  0.1188
		Step 1:  0.0082
		Step 2:  0.0032
		Step 3:  0.0224
		Step 4:  0.0850
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4296
	Restart Rate:  0.0000
	No-Op Rate:  0.4296
	Cycle Rate:  0.0024
	Backtrack Rate:  0.0000
	Unique Edges:  2.2815
	Redundancy:  0.0006
	Avg Segment Hops:  2.2815
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0182
	F1 Score:  0.0357
GT-Edge Overlap Metrics
	Recall:  0.6997
	Precision:  0.7236
	F1 Score:  0.7089
Node-Set Overlap Metrics
	Recall:  0.8751
	Precision:  0.9337
	F1 Score:  0.8990
Path Edit Distance Metrics:
	Overall Average:  0.3023
		2-Hop:  0.2617
		4-Hop:  0.4385
		3-Hop:  0.3333
Relation-Set Overlap Metrics
	Recall:  0.7963
	Precision:  0.8717
	F1 Score:  0.8237
Relation Edit Distance Metrics:
	Overall Average:  0.2119
		2-Hop:  0.1915
		4-Hop:  0.2793
		3-Hop:  0.2280

Score for iteration 12000
Answer Metrics
	Hits@1:  0.8817
	Hits@3:  0.9499
	Hits@5:  0.9602
	Hits@10:  0.9704
	Hits@20:  0.9820
	MRR:  0.9175
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8806
		MRR:  0.9155
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9221
	3-Hop
		Hits@1:  0.8838
		MRR:  0.9196
Valid Action Count at Each Step
	Overall Average: 30.2311
		Step 1: 20.9075
		Step 2: 25.4482
		Step 3: 26.3699
		Step 4: 48.1987
Entropy Metrics
	Question Entropy:  0.0298
	Path Entropy:  0.1190
		Step 1:  0.0149
		Step 2:  0.0072
		Step 3:  0.0285
		Step 4:  0.0684
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4136
	Restart Rate:  0.0000
	No-Op Rate:  0.4136
	Cycle Rate:  0.0046
	Backtrack Rate:  0.0000
	Unique Edges:  2.3445
	Redundancy:  0.0017
	Avg Segment Hops:  2.3458
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0191
	F1 Score:  0.0373
GT-Edge Overlap Metrics
	Recall:  0.7133
	Precision:  0.7276
	F1 Score:  0.7182
Node-Set Overlap Metrics
	Recall:  0.8843
	Precision:  0.9309
	F1 Score:  0.9025
Path Edit Distance Metrics:
	Overall Average:  0.2926
		2-Hop:  0.2703
		4-Hop:  0.4022
		3-Hop:  0.2957
Relation-Set Overlap Metrics
	Recall:  0.8078
	Precision:  0.8680
	F1 Score:  0.8286
Relation Edit Distance Metrics:
	Overall Average:  0.2070
		2-Hop:  0.2004
		4-Hop:  0.2542
		3-Hop:  0.2020

Score for iteration 12100
Answer Metrics
	Hits@1:  0.8316
	Hits@3:  0.9319
	Hits@5:  0.9473
	Hits@10:  0.9614
	Hits@20:  0.9704
	MRR:  0.8846
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8550
		MRR:  0.9042
	4-Hop
		Hits@1:  0.8659
		MRR:  0.9101
	3-Hop
		Hits@1:  0.7677
		MRR:  0.8324
Valid Action Count at Each Step
	Overall Average: 31.7873
		Step 1: 20.9075
		Step 2: 24.3410
		Step 3: 24.6580
		Step 4: 57.2428
Entropy Metrics
	Question Entropy:  0.0254
	Path Entropy:  0.1018
		Step 1:  0.0066
		Step 2:  0.0053
		Step 3:  0.0232
		Step 4:  0.0666
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4634
	Restart Rate:  0.0000
	No-Op Rate:  0.4634
	Cycle Rate:  0.0045
	Backtrack Rate:  0.0000
	Unique Edges:  2.1465
	Redundancy:  0.0026
	Avg Segment Hops:  2.1465
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0172
	F1 Score:  0.0338
GT-Edge Overlap Metrics
	Recall:  0.6608
	Precision:  0.7076
	F1 Score:  0.6789
Node-Set Overlap Metrics
	Recall:  0.8450
	Precision:  0.9331
	F1 Score:  0.8812
Path Edit Distance Metrics:
	Overall Average:  0.3393
		2-Hop:  0.2761
		4-Hop:  0.4958
		3-Hop:  0.4104
Relation-Set Overlap Metrics
	Recall:  0.7614
	Precision:  0.8709
	F1 Score:  0.8018
Relation Edit Distance Metrics:
	Overall Average:  0.2418
		2-Hop:  0.2015
		4-Hop:  0.3254
		3-Hop:  0.2938

Score for iteration 12200
Answer Metrics
	Hits@1:  0.8785
	Hits@3:  0.9441
	Hits@5:  0.9569
	Hits@10:  0.9692
	Hits@20:  0.9788
	MRR:  0.9138
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9019
		MRR:  0.9309
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8914
	3-Hop
		Hits@1:  0.8451
		MRR:  0.8865
Valid Action Count at Each Step
	Overall Average: 32.6975
		Step 1: 20.9075
		Step 2: 24.5333
		Step 3: 25.1163
		Step 4: 60.2330
Entropy Metrics
	Question Entropy:  0.0243
	Path Entropy:  0.0971
		Step 1:  0.0068
		Step 2:  0.0066
		Step 3:  0.0148
		Step 4:  0.0689
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4459
	Restart Rate:  0.0000
	No-Op Rate:  0.4459
	Cycle Rate:  0.0030
	Backtrack Rate:  0.0000
	Unique Edges:  2.2166
	Redundancy:  0.0013
	Avg Segment Hops:  2.2166
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0178
	F1 Score:  0.0349
GT-Edge Overlap Metrics
	Recall:  0.6904
	Precision:  0.7217
	F1 Score:  0.7030
Node-Set Overlap Metrics
	Recall:  0.8665
	Precision:  0.9358
	F1 Score:  0.8953
Path Edit Distance Metrics:
	Overall Average:  0.3103
		2-Hop:  0.2429
		4-Hop:  0.5182
		3-Hop:  0.3696
Relation-Set Overlap Metrics
	Recall:  0.7881
	Precision:  0.8749
	F1 Score:  0.8206
Relation Edit Distance Metrics:
	Overall Average:  0.2164
		2-Hop:  0.1740
		4-Hop:  0.3422
		3-Hop:  0.2559

Score for iteration 12300
Answer Metrics
	Hits@1:  0.8869
	Hits@3:  0.9505
	Hits@5:  0.9640
	Hits@10:  0.9730
	Hits@20:  0.9814
	MRR:  0.9208
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9062
		MRR:  0.9333
	4-Hop
		Hits@1:  0.8715
		MRR:  0.9161
	3-Hop
		Hits@1:  0.8519
		MRR:  0.8958
Valid Action Count at Each Step
	Overall Average: 30.3134
		Step 1: 20.9075
		Step 2: 25.2523
		Step 3: 25.6346
		Step 4: 49.4590
Entropy Metrics
	Question Entropy:  0.0270
	Path Entropy:  0.1081
		Step 1:  0.0066
		Step 2:  0.0046
		Step 3:  0.0193
		Step 4:  0.0776
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4322
	Restart Rate:  0.0000
	No-Op Rate:  0.4322
	Cycle Rate:  0.0051
	Backtrack Rate:  0.0000
	Unique Edges:  2.2706
	Redundancy:  0.0002
	Avg Segment Hops:  2.2712
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0186
	F1 Score:  0.0364
GT-Edge Overlap Metrics
	Recall:  0.7184
	Precision:  0.7442
	F1 Score:  0.7286
Node-Set Overlap Metrics
	Recall:  0.8810
	Precision:  0.9408
	F1 Score:  0.9058
Path Edit Distance Metrics:
	Overall Average:  0.2830
		2-Hop:  0.2269
		4-Hop:  0.4665
		3-Hop:  0.3280
Relation-Set Overlap Metrics
	Recall:  0.8039
	Precision:  0.8775
	F1 Score:  0.8312
Relation Edit Distance Metrics:
	Overall Average:  0.2014
		2-Hop:  0.1647
		4-Hop:  0.3156
		3-Hop:  0.2333

Score for iteration 12400
Answer Metrics
	Hits@1:  0.8663
	Hits@3:  0.9460
	Hits@5:  0.9621
	Hits@10:  0.9717
	Hits@20:  0.9833
	MRR:  0.9088
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9113
	4-Hop
		Hits@1:  0.8603
		MRR:  0.9108
	3-Hop
		Hits@1:  0.8633
		MRR:  0.9025
Valid Action Count at Each Step
	Overall Average: 32.6155
		Step 1: 20.9075
		Step 2: 24.6263
		Step 3: 28.5666
		Step 4: 56.3617
Entropy Metrics
	Question Entropy:  0.0330
	Path Entropy:  0.1320
		Step 1:  0.0089
		Step 2:  0.0109
		Step 3:  0.0302
		Step 4:  0.0820
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4142
	Restart Rate:  0.0000
	No-Op Rate:  0.4142
	Cycle Rate:  0.0112
	Backtrack Rate:  0.0000
	Unique Edges:  2.3425
	Redundancy:  0.0002
	Avg Segment Hops:  2.3432
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0183
	F1 Score:  0.0358
GT-Edge Overlap Metrics
	Recall:  0.7127
	Precision:  0.7266
	F1 Score:  0.7170
Node-Set Overlap Metrics
	Recall:  0.8805
	Precision:  0.9284
	F1 Score:  0.8998
Path Edit Distance Metrics:
	Overall Average:  0.2961
		2-Hop:  0.2568
		4-Hop:  0.4763
		3-Hop:  0.3068
Relation-Set Overlap Metrics
	Recall:  0.8018
	Precision:  0.8613
	F1 Score:  0.8227
Relation Edit Distance Metrics:
	Overall Average:  0.2136
		2-Hop:  0.1933
		4-Hop:  0.3184
		3-Hop:  0.2143

Score for iteration 12500
Answer Metrics
	Hits@1:  0.8625
	Hits@3:  0.9287
	Hits@5:  0.9492
	Hits@10:  0.9640
	Hits@20:  0.9724
	MRR:  0.9003
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8849
		MRR:  0.9205
	4-Hop
		Hits@1:  0.8436
		MRR:  0.8804
	3-Hop
		Hits@1:  0.8223
		MRR:  0.8650
Valid Action Count at Each Step
	Overall Average: 32.5690
		Step 1: 20.9075
		Step 2: 23.2123
		Step 3: 25.8037
		Step 4: 60.3526
Entropy Metrics
	Question Entropy:  0.0270
	Path Entropy:  0.1080
		Step 1:  0.0090
		Step 2:  0.0065
		Step 3:  0.0209
		Step 4:  0.0716
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4393
	Restart Rate:  0.0000
	No-Op Rate:  0.4393
	Cycle Rate:  0.0051
	Backtrack Rate:  0.0000
	Unique Edges:  2.2429
	Redundancy:  0.0000
	Avg Segment Hops:  2.2429
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0174
	F1 Score:  0.0341
GT-Edge Overlap Metrics
	Recall:  0.6708
	Precision:  0.6981
	F1 Score:  0.6817
Node-Set Overlap Metrics
	Recall:  0.8558
	Precision:  0.9204
	F1 Score:  0.8824
Path Edit Distance Metrics:
	Overall Average:  0.3311
		2-Hop:  0.2765
		4-Hop:  0.5154
		3-Hop:  0.3728
Relation-Set Overlap Metrics
	Recall:  0.7719
	Precision:  0.8508
	F1 Score:  0.8010
Relation Edit Distance Metrics:
	Overall Average:  0.2375
		2-Hop:  0.2026
		4-Hop:  0.3478
		3-Hop:  0.2673

Score for iteration 12600
Answer Metrics
	Hits@1:  0.8683
	Hits@3:  0.9441
	Hits@5:  0.9531
	Hits@10:  0.9659
	Hits@20:  0.9788
	MRR:  0.9078
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8838
		MRR:  0.9214
	4-Hop
		Hits@1:  0.8436
		MRR:  0.8869
	3-Hop
		Hits@1:  0.8451
		MRR:  0.8873
Valid Action Count at Each Step
	Overall Average: 32.6901
		Step 1: 20.9075
		Step 2: 23.1624
		Step 3: 26.1137
		Step 4: 60.5768
Entropy Metrics
	Question Entropy:  0.0276
	Path Entropy:  0.1103
		Step 1:  0.0066
		Step 2:  0.0053
		Step 3:  0.0221
		Step 4:  0.0764
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4436
	Restart Rate:  0.0000
	No-Op Rate:  0.4436
	Cycle Rate:  0.0054
	Backtrack Rate:  0.0000
	Unique Edges:  2.2256
	Redundancy:  0.0013
	Avg Segment Hops:  2.2256
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0178
	F1 Score:  0.0348
GT-Edge Overlap Metrics
	Recall:  0.6688
	Precision:  0.6956
	F1 Score:  0.6792
Node-Set Overlap Metrics
	Recall:  0.8580
	Precision:  0.9268
	F1 Score:  0.8861
Path Edit Distance Metrics:
	Overall Average:  0.3345
		2-Hop:  0.2743
		4-Hop:  0.5363
		3-Hop:  0.3808
Relation-Set Overlap Metrics
	Recall:  0.7680
	Precision:  0.8470
	F1 Score:  0.7969
Relation Edit Distance Metrics:
	Overall Average:  0.2415
		2-Hop:  0.2065
		4-Hop:  0.3659
		3-Hop:  0.2658

Score for iteration 12700
Answer Metrics
	Hits@1:  0.7461
	Hits@3:  0.8875
	Hits@5:  0.9222
	Hits@10:  0.9563
	Hits@20:  0.9756
	MRR:  0.8259
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7356
		MRR:  0.8212
	4-Hop
		Hits@1:  0.8547
		MRR:  0.8916
	3-Hop
		Hits@1:  0.7244
		MRR:  0.8090
Valid Action Count at Each Step
	Overall Average: 31.9856
		Step 1: 20.9075
		Step 2: 24.6653
		Step 3: 27.1011
		Step 4: 55.2684
Entropy Metrics
	Question Entropy:  0.0331
	Path Entropy:  0.1324
		Step 1:  0.0067
		Step 2:  0.0064
		Step 3:  0.0285
		Step 4:  0.0908
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4336
	Restart Rate:  0.0000
	No-Op Rate:  0.4336
	Cycle Rate:  0.0043
	Backtrack Rate:  0.0000
	Unique Edges:  2.2654
	Redundancy:  0.0013
	Avg Segment Hops:  2.2654
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0187
	F1 Score:  0.0365
GT-Edge Overlap Metrics
	Recall:  0.6282
	Precision:  0.6529
	F1 Score:  0.6370
Node-Set Overlap Metrics
	Recall:  0.8290
	Precision:  0.8843
	F1 Score:  0.8515
Path Edit Distance Metrics:
	Overall Average:  0.3831
		2-Hop:  0.3420
		4-Hop:  0.5405
		3-Hop:  0.4066
Relation-Set Overlap Metrics
	Recall:  0.7292
	Precision:  0.7860
	F1 Score:  0.7497
Relation Edit Distance Metrics:
	Overall Average:  0.3082
		2-Hop:  0.3003
		4-Hop:  0.3715
		3-Hop:  0.2994

Score for iteration 12800
Answer Metrics
	Hits@1:  0.8766
	Hits@3:  0.9467
	Hits@5:  0.9621
	Hits@10:  0.9762
	Hits@20:  0.9859
	MRR:  0.9149
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8902
		MRR:  0.9230
	4-Hop
		Hits@1:  0.8659
		MRR:  0.9097
	3-Hop
		Hits@1:  0.8519
		MRR:  0.8997
Valid Action Count at Each Step
	Overall Average: 32.0103
		Step 1: 20.9075
		Step 2: 24.7487
		Step 3: 28.9416
		Step 4: 53.4433
Entropy Metrics
	Question Entropy:  0.0287
	Path Entropy:  0.1150
		Step 1:  0.0098
		Step 2:  0.0071
		Step 3:  0.0258
		Step 4:  0.0723
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4274
	Restart Rate:  0.0000
	No-Op Rate:  0.4274
	Cycle Rate:  0.0078
	Backtrack Rate:  0.0000
	Unique Edges:  2.2905
	Redundancy:  0.0013
	Avg Segment Hops:  2.2905
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0194
	F1 Score:  0.0379
GT-Edge Overlap Metrics
	Recall:  0.7036
	Precision:  0.7246
	F1 Score:  0.7107
Node-Set Overlap Metrics
	Recall:  0.8758
	Precision:  0.9343
	F1 Score:  0.8994
Path Edit Distance Metrics:
	Overall Average:  0.3030
		2-Hop:  0.2584
		4-Hop:  0.4846
		3-Hop:  0.3244
Relation-Set Overlap Metrics
	Recall:  0.7992
	Precision:  0.8734
	F1 Score:  0.8251
Relation Edit Distance Metrics:
	Overall Average:  0.2133
		2-Hop:  0.1880
		4-Hop:  0.3170
		3-Hop:  0.2251

Score for iteration 12900
Answer Metrics
	Hits@1:  0.8792
	Hits@3:  0.9460
	Hits@5:  0.9569
	Hits@10:  0.9692
	Hits@20:  0.9794
	MRR:  0.9148
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8817
		MRR:  0.9169
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9243
	3-Hop
		Hits@1:  0.8724
		MRR:  0.9066
Valid Action Count at Each Step
	Overall Average: 30.3691
		Step 1: 20.9075
		Step 2: 23.8645
		Step 3: 25.3675
		Step 4: 51.3371
Entropy Metrics
	Question Entropy:  0.0245
	Path Entropy:  0.0978
		Step 1:  0.0065
		Step 2:  0.0053
		Step 3:  0.0236
		Step 4:  0.0624
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4224
	Restart Rate:  0.0000
	No-Op Rate:  0.4224
	Cycle Rate:  0.0049
	Backtrack Rate:  0.0000
	Unique Edges:  2.3104
	Redundancy:  0.0013
	Avg Segment Hops:  2.3104
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0189
	F1 Score:  0.0370
GT-Edge Overlap Metrics
	Recall:  0.6981
	Precision:  0.7184
	F1 Score:  0.7052
Node-Set Overlap Metrics
	Recall:  0.8742
	Precision:  0.9285
	F1 Score:  0.8957
Path Edit Distance Metrics:
	Overall Average:  0.3071
		2-Hop:  0.2747
		4-Hop:  0.4749
		3-Hop:  0.3081
Relation-Set Overlap Metrics
	Recall:  0.7987
	Precision:  0.8691
	F1 Score:  0.8233
Relation Edit Distance Metrics:
	Overall Average:  0.2145
		2-Hop:  0.2006
		4-Hop:  0.3017
		3-Hop:  0.2086

Score for iteration 13000
Answer Metrics
	Hits@1:  0.8728
	Hits@3:  0.9467
	Hits@5:  0.9614
	Hits@10:  0.9730
	Hits@20:  0.9826
	MRR:  0.9123
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8870
		MRR:  0.9231
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9257
	3-Hop
		Hits@1:  0.8383
		MRR:  0.8836
Valid Action Count at Each Step
	Overall Average: 34.2459
		Step 1: 20.9075
		Step 2: 24.3397
		Step 3: 26.4097
		Step 4: 65.3269
Entropy Metrics
	Question Entropy:  0.0245
	Path Entropy:  0.0982
		Step 1:  0.0079
		Step 2:  0.0061
		Step 3:  0.0211
		Step 4:  0.0631
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4309
	Restart Rate:  0.0000
	No-Op Rate:  0.4309
	Cycle Rate:  0.0097
	Backtrack Rate:  0.0000
	Unique Edges:  2.2763
	Redundancy:  0.0026
	Avg Segment Hops:  2.2763
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0181
	F1 Score:  0.0354
GT-Edge Overlap Metrics
	Recall:  0.6901
	Precision:  0.7138
	F1 Score:  0.6991
Node-Set Overlap Metrics
	Recall:  0.8708
	Precision:  0.9343
	F1 Score:  0.8967
Path Edit Distance Metrics:
	Overall Average:  0.3142
		2-Hop:  0.2761
		4-Hop:  0.4665
		3-Hop:  0.3333
Relation-Set Overlap Metrics
	Recall:  0.7870
	Precision:  0.8615
	F1 Score:  0.8140
Relation Edit Distance Metrics:
	Overall Average:  0.2242
		2-Hop:  0.2072
		4-Hop:  0.2877
		3-Hop:  0.2348

Score for iteration 13100
Answer Metrics
	Hits@1:  0.8837
	Hits@3:  0.9537
	Hits@5:  0.9647
	Hits@10:  0.9730
	Hits@20:  0.9871
	MRR:  0.9195
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8923
		MRR:  0.9249
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9375
	3-Hop
		Hits@1:  0.8565
		MRR:  0.9008
Valid Action Count at Each Step
	Overall Average: 31.9246
		Step 1: 20.9075
		Step 2: 23.9065
		Step 3: 25.6895
		Step 4: 57.1951
Entropy Metrics
	Question Entropy:  0.0233
	Path Entropy:  0.0930
		Step 1:  0.0076
		Step 2:  0.0050
		Step 3:  0.0205
		Step 4:  0.0599
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4174
	Restart Rate:  0.0000
	No-Op Rate:  0.4174
	Cycle Rate:  0.0065
	Backtrack Rate:  0.0000
	Unique Edges:  2.3303
	Redundancy:  0.0006
	Avg Segment Hops:  2.3303
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0181
	F1 Score:  0.0354
GT-Edge Overlap Metrics
	Recall:  0.7192
	Precision:  0.7386
	F1 Score:  0.7265
Node-Set Overlap Metrics
	Recall:  0.8856
	Precision:  0.9361
	F1 Score:  0.9059
Path Edit Distance Metrics:
	Overall Average:  0.2843
		2-Hop:  0.2555
		4-Hop:  0.4134
		3-Hop:  0.2933
Relation-Set Overlap Metrics
	Recall:  0.8150
	Precision:  0.8837
	F1 Score:  0.8395
Relation Edit Distance Metrics:
	Overall Average:  0.1953
		2-Hop:  0.1846
		4-Hop:  0.2486
		3-Hop:  0.1963

Score for iteration 13200
Answer Metrics
	Hits@1:  0.7796
	Hits@3:  0.9062
	Hits@5:  0.9299
	Hits@10:  0.9595
	Hits@20:  0.9737
	MRR:  0.8493
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7388
		MRR:  0.8207
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9256
	3-Hop
		Hits@1:  0.8223
		MRR:  0.8794
Valid Action Count at Each Step
	Overall Average: 33.7457
		Step 1: 20.9075
		Step 2: 26.7201
		Step 3: 29.9904
		Step 4: 57.3650
Entropy Metrics
	Question Entropy:  0.0310
	Path Entropy:  0.1238
		Step 1:  0.0125
		Step 2:  0.0152
		Step 3:  0.0336
		Step 4:  0.0624
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3691
	Restart Rate:  0.0000
	No-Op Rate:  0.3691
	Cycle Rate:  0.0197
	Backtrack Rate:  0.0000
	Unique Edges:  2.5161
	Redundancy:  0.0025
	Avg Segment Hops:  2.5238
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0208
	F1 Score:  0.0406
GT-Edge Overlap Metrics
	Recall:  0.6795
	Precision:  0.6653
	F1 Score:  0.6679
Node-Set Overlap Metrics
	Recall:  0.8688
	Precision:  0.8893
	F1 Score:  0.8734
Path Edit Distance Metrics:
	Overall Average:  0.3534
		2-Hop:  0.3507
		4-Hop:  0.4106
		3-Hop:  0.3360
Relation-Set Overlap Metrics
	Recall:  0.7878
	Precision:  0.8223
	F1 Score:  0.7945
Relation Edit Distance Metrics:
	Overall Average:  0.2596
		2-Hop:  0.2732
		4-Hop:  0.2528
		3-Hop:  0.2333

Score for iteration 13300
Answer Metrics
	Hits@1:  0.8078
	Hits@3:  0.9389
	Hits@5:  0.9544
	Hits@10:  0.9672
	Hits@20:  0.9839
	MRR:  0.8749
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8049
		MRR:  0.8782
	4-Hop
		Hits@1:  0.8715
		MRR:  0.9129
	3-Hop
		Hits@1:  0.7882
		MRR:  0.8523
Valid Action Count at Each Step
	Overall Average: 33.8701
		Step 1: 20.9075
		Step 2: 27.9193
		Step 3: 29.7298
		Step 4: 56.9239
Entropy Metrics
	Question Entropy:  0.0236
	Path Entropy:  0.0945
		Step 1:  0.0149
		Step 2:  0.0098
		Step 3:  0.0249
		Step 4:  0.0450
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4534
	Restart Rate:  0.0000
	No-Op Rate:  0.4534
	Cycle Rate:  0.0032
	Backtrack Rate:  0.0000
	Unique Edges:  2.1864
	Redundancy:  0.0058
	Avg Segment Hops:  2.1864
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0223
	F1 Score:  0.0435
GT-Edge Overlap Metrics
	Recall:  0.6488
	Precision:  0.6926
	F1 Score:  0.6644
Node-Set Overlap Metrics
	Recall:  0.8421
	Precision:  0.9273
	F1 Score:  0.8760
Path Edit Distance Metrics:
	Overall Average:  0.3550
		2-Hop:  0.3333
		4-Hop:  0.4441
		3-Hop:  0.3650
Relation-Set Overlap Metrics
	Recall:  0.7511
	Precision:  0.8521
	F1 Score:  0.7868
Relation Edit Distance Metrics:
	Overall Average:  0.2578
		2-Hop:  0.2530
		4-Hop:  0.2835
		3-Hop:  0.2576

Score for iteration 13400
Answer Metrics
	Hits@1:  0.8914
	Hits@3:  0.9518
	Hits@5:  0.9608
	Hits@10:  0.9704
	Hits@20:  0.9820
	MRR:  0.9235
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8955
		MRR:  0.9285
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9239
	3-Hop
		Hits@1:  0.8838
		MRR:  0.9126
Valid Action Count at Each Step
	Overall Average: 33.4736
		Step 1: 20.9075
		Step 2: 24.7863
		Step 3: 27.0979
		Step 4: 61.1029
Entropy Metrics
	Question Entropy:  0.0207
	Path Entropy:  0.0828
		Step 1:  0.0068
		Step 2:  0.0065
		Step 3:  0.0205
		Step 4:  0.0489
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4373
	Restart Rate:  0.0000
	No-Op Rate:  0.4373
	Cycle Rate:  0.0054
	Backtrack Rate:  0.0000
	Unique Edges:  2.2506
	Redundancy:  0.0006
	Avg Segment Hops:  2.2506
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0193
	F1 Score:  0.0377
GT-Edge Overlap Metrics
	Recall:  0.6916
	Precision:  0.7168
	F1 Score:  0.7013
Node-Set Overlap Metrics
	Recall:  0.8725
	Precision:  0.9394
	F1 Score:  0.8998
Path Edit Distance Metrics:
	Overall Average:  0.3112
		2-Hop:  0.2729
		4-Hop:  0.4581
		3-Hop:  0.3330
Relation-Set Overlap Metrics
	Recall:  0.7964
	Precision:  0.8801
	F1 Score:  0.8269
Relation Edit Distance Metrics:
	Overall Average:  0.2117
		2-Hop:  0.1931
		4-Hop:  0.2849
		3-Hop:  0.2213

Score for iteration 13500
Answer Metrics
	Hits@1:  0.8580
	Hits@3:  0.9383
	Hits@5:  0.9518
	Hits@10:  0.9659
	Hits@20:  0.9820
	MRR:  0.9017
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8827
		MRR:  0.9198
	4-Hop
		Hits@1:  0.8101
		MRR:  0.8678
	3-Hop
		Hits@1:  0.8246
		MRR:  0.8769
Valid Action Count at Each Step
	Overall Average: 30.8886
		Step 1: 20.9075
		Step 2: 23.9000
		Step 3: 25.9638
		Step 4: 52.7830
Entropy Metrics
	Question Entropy:  0.0206
	Path Entropy:  0.0826
		Step 1:  0.0074
		Step 2:  0.0067
		Step 3:  0.0165
		Step 4:  0.0520
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4553
	Restart Rate:  0.0000
	No-Op Rate:  0.4553
	Cycle Rate:  0.0047
	Backtrack Rate:  0.0000
	Unique Edges:  2.1780
	Redundancy:  0.0028
	Avg Segment Hops:  2.1787
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0186
	F1 Score:  0.0365
GT-Edge Overlap Metrics
	Recall:  0.6777
	Precision:  0.7124
	F1 Score:  0.6911
Node-Set Overlap Metrics
	Recall:  0.8589
	Precision:  0.9383
	F1 Score:  0.8913
Path Edit Distance Metrics:
	Overall Average:  0.3248
		2-Hop:  0.2630
		4-Hop:  0.5363
		3-Hop:  0.3705
Relation-Set Overlap Metrics
	Recall:  0.7800
	Precision:  0.8771
	F1 Score:  0.8160
Relation Edit Distance Metrics:
	Overall Average:  0.2274
		2-Hop:  0.1912
		4-Hop:  0.3561
		3-Hop:  0.2523

Score for iteration 13600
Answer Metrics
	Hits@1:  0.8580
	Hits@3:  0.9434
	Hits@5:  0.9602
	Hits@10:  0.9756
	Hits@20:  0.9801
	MRR:  0.9032
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8614
		MRR:  0.9043
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9280
	3-Hop
		Hits@1:  0.8383
		MRR:  0.8906
Valid Action Count at Each Step
	Overall Average: 33.9586
		Step 1: 20.9075
		Step 2: 26.7827
		Step 3: 27.0452
		Step 4: 61.0989
Entropy Metrics
	Question Entropy:  0.0238
	Path Entropy:  0.0950
		Step 1:  0.0065
		Step 2:  0.0047
		Step 3:  0.0183
		Step 4:  0.0656
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4317
	Restart Rate:  0.0000
	No-Op Rate:  0.4317
	Cycle Rate:  0.0054
	Backtrack Rate:  0.0000
	Unique Edges:  2.2731
	Redundancy:  0.0000
	Avg Segment Hops:  2.2731
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0184
	F1 Score:  0.0360
GT-Edge Overlap Metrics
	Recall:  0.6850
	Precision:  0.7105
	F1 Score:  0.6948
Node-Set Overlap Metrics
	Recall:  0.8654
	Precision:  0.9260
	F1 Score:  0.8902
Path Edit Distance Metrics:
	Overall Average:  0.3179
		2-Hop:  0.2779
		4-Hop:  0.4665
		3-Hop:  0.3428
Relation-Set Overlap Metrics
	Recall:  0.7866
	Precision:  0.8643
	F1 Score:  0.8150
Relation Edit Distance Metrics:
	Overall Average:  0.2246
		2-Hop:  0.2065
		4-Hop:  0.2933
		3-Hop:  0.2354

Score for iteration 13700
Answer Metrics
	Hits@1:  0.8895
	Hits@3:  0.9557
	Hits@5:  0.9640
	Hits@10:  0.9730
	Hits@20:  0.9814
	MRR:  0.9238
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8859
		MRR:  0.9219
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9414
	3-Hop
		Hits@1:  0.8861
		MRR:  0.9206
Valid Action Count at Each Step
	Overall Average: 33.6851
		Step 1: 20.9075
		Step 2: 27.9252
		Step 3: 29.8302
		Step 4: 56.0776
Entropy Metrics
	Question Entropy:  0.0263
	Path Entropy:  0.1052
		Step 1:  0.0096
		Step 2:  0.0061
		Step 3:  0.0252
		Step 4:  0.0643
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4165
	Restart Rate:  0.0000
	No-Op Rate:  0.4165
	Cycle Rate:  0.0076
	Backtrack Rate:  0.0000
	Unique Edges:  2.3342
	Redundancy:  0.0000
	Avg Segment Hops:  2.3342
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0192
	F1 Score:  0.0376
GT-Edge Overlap Metrics
	Recall:  0.7213
	Precision:  0.7372
	F1 Score:  0.7269
Node-Set Overlap Metrics
	Recall:  0.8866
	Precision:  0.9346
	F1 Score:  0.9058
Path Edit Distance Metrics:
	Overall Average:  0.2844
		2-Hop:  0.2594
		4-Hop:  0.4120
		3-Hop:  0.2857
Relation-Set Overlap Metrics
	Recall:  0.8149
	Precision:  0.8775
	F1 Score:  0.8369
Relation Edit Distance Metrics:
	Overall Average:  0.1987
		2-Hop:  0.1901
		4-Hop:  0.2556
		3-Hop:  0.1940

Score for iteration 13800
Answer Metrics
	Hits@1:  0.8554
	Hits@3:  0.9377
	Hits@5:  0.9563
	Hits@10:  0.9685
	Hits@20:  0.9788
	MRR:  0.9010
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8699
		MRR:  0.9115
	4-Hop
		Hits@1:  0.7765
		MRR:  0.8424
	3-Hop
		Hits@1:  0.8565
		MRR:  0.9025
Valid Action Count at Each Step
	Overall Average: 31.9278
		Step 1: 20.9075
		Step 2: 25.2211
		Step 3: 25.9961
		Step 4: 55.5865
Entropy Metrics
	Question Entropy:  0.0226
	Path Entropy:  0.0906
		Step 1:  0.0072
		Step 2:  0.0035
		Step 3:  0.0198
		Step 4:  0.0601
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4254
	Restart Rate:  0.0000
	No-Op Rate:  0.4254
	Cycle Rate:  0.0093
	Backtrack Rate:  0.0000
	Unique Edges:  2.2950
	Redundancy:  0.0009
	Avg Segment Hops:  2.2982
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0177
	F1 Score:  0.0346
GT-Edge Overlap Metrics
	Recall:  0.7021
	Precision:  0.7235
	F1 Score:  0.7102
Node-Set Overlap Metrics
	Recall:  0.8718
	Precision:  0.9298
	F1 Score:  0.8954
Path Edit Distance Metrics:
	Overall Average:  0.3015
		2-Hop:  0.2681
		4-Hop:  0.4735
		3-Hop:  0.3028
Relation-Set Overlap Metrics
	Recall:  0.7949
	Precision:  0.8689
	F1 Score:  0.8215
Relation Edit Distance Metrics:
	Overall Average:  0.2142
		2-Hop:  0.1946
		4-Hop:  0.3226
		3-Hop:  0.2120

Score for iteration 13900
Answer Metrics
	Hits@1:  0.8798
	Hits@3:  0.9460
	Hits@5:  0.9608
	Hits@10:  0.9724
	Hits@20:  0.9826
	MRR:  0.9164
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9030
		MRR:  0.9329
	4-Hop
		Hits@1:  0.8715
		MRR:  0.9133
	3-Hop
		Hits@1:  0.8337
		MRR:  0.8825
Valid Action Count at Each Step
	Overall Average: 31.7538
		Step 1: 20.9075
		Step 2: 26.3480
		Step 3: 26.5150
		Step 4: 53.2447
Entropy Metrics
	Question Entropy:  0.0226
	Path Entropy:  0.0906
		Step 1:  0.0082
		Step 2:  0.0038
		Step 3:  0.0165
		Step 4:  0.0622
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4325
	Restart Rate:  0.0000
	No-Op Rate:  0.4325
	Cycle Rate:  0.0052
	Backtrack Rate:  0.0000
	Unique Edges:  2.2699
	Redundancy:  0.0000
	Avg Segment Hops:  2.2699
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0180
	F1 Score:  0.0353
GT-Edge Overlap Metrics
	Recall:  0.7051
	Precision:  0.7314
	F1 Score:  0.7154
Node-Set Overlap Metrics
	Recall:  0.8756
	Precision:  0.9359
	F1 Score:  0.9005
Path Edit Distance Metrics:
	Overall Average:  0.2969
		2-Hop:  0.2358
		4-Hop:  0.4693
		3-Hop:  0.3573
Relation-Set Overlap Metrics
	Recall:  0.8049
	Precision:  0.8814
	F1 Score:  0.8329
Relation Edit Distance Metrics:
	Overall Average:  0.2045
		2-Hop:  0.1677
		4-Hop:  0.3017
		3-Hop:  0.2435

Score for iteration 14000
Answer Metrics
	Hits@1:  0.8740
	Hits@3:  0.9454
	Hits@5:  0.9589
	Hits@10:  0.9724
	Hits@20:  0.9859
	MRR:  0.9134
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8774
		MRR:  0.9168
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9195
	3-Hop
		Hits@1:  0.8633
		MRR:  0.9039
Valid Action Count at Each Step
	Overall Average: 33.1439
		Step 1: 20.9075
		Step 2: 29.1141
		Step 3: 28.2884
		Step 4: 54.2655
Entropy Metrics
	Question Entropy:  0.0270
	Path Entropy:  0.1078
		Step 1:  0.0096
		Step 2:  0.0050
		Step 3:  0.0234
		Step 4:  0.0698
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4110
	Restart Rate:  0.0000
	No-Op Rate:  0.4110
	Cycle Rate:  0.0081
	Backtrack Rate:  0.0000
	Unique Edges:  2.3535
	Redundancy:  0.0007
	Avg Segment Hops:  2.3560
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0180
	F1 Score:  0.0354
GT-Edge Overlap Metrics
	Recall:  0.7153
	Precision:  0.7316
	F1 Score:  0.7208
Node-Set Overlap Metrics
	Recall:  0.8837
	Precision:  0.9301
	F1 Score:  0.9020
Path Edit Distance Metrics:
	Overall Average:  0.2913
		2-Hop:  0.2610
		4-Hop:  0.4232
		3-Hop:  0.3024
Relation-Set Overlap Metrics
	Recall:  0.8086
	Precision:  0.8693
	F1 Score:  0.8296
Relation Edit Distance Metrics:
	Overall Average:  0.2052
		2-Hop:  0.1926
		4-Hop:  0.2556
		3-Hop:  0.2115

Score for iteration 14100
Answer Metrics
	Hits@1:  0.8670
	Hits@3:  0.9434
	Hits@5:  0.9582
	Hits@10:  0.9737
	Hits@20:  0.9846
	MRR:  0.9087
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8699
		MRR:  0.9140
	4-Hop
		Hits@1:  0.8603
		MRR:  0.9028
	3-Hop
		Hits@1:  0.8633
		MRR:  0.8998
Valid Action Count at Each Step
	Overall Average: 32.9064
		Step 1: 20.9075
		Step 2: 26.8766
		Step 3: 27.4288
		Step 4: 56.4128
Entropy Metrics
	Question Entropy:  0.0225
	Path Entropy:  0.0902
		Step 1:  0.0092
		Step 2:  0.0061
		Step 3:  0.0172
		Step 4:  0.0576
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4351
	Restart Rate:  0.0000
	No-Op Rate:  0.4351
	Cycle Rate:  0.0066
	Backtrack Rate:  0.0000
	Unique Edges:  2.2596
	Redundancy:  0.0013
	Avg Segment Hops:  2.2596
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0195
	F1 Score:  0.0382
GT-Edge Overlap Metrics
	Recall:  0.6889
	Precision:  0.7143
	F1 Score:  0.6987
Node-Set Overlap Metrics
	Recall:  0.8671
	Precision:  0.9309
	F1 Score:  0.8930
Path Edit Distance Metrics:
	Overall Average:  0.3136
		2-Hop:  0.2699
		4-Hop:  0.4860
		3-Hop:  0.3368
Relation-Set Overlap Metrics
	Recall:  0.7867
	Precision:  0.8654
	F1 Score:  0.8153
Relation Edit Distance Metrics:
	Overall Average:  0.2223
		2-Hop:  0.1999
		4-Hop:  0.3170
		3-Hop:  0.2316

Score for iteration 14200
Answer Metrics
	Hits@1:  0.8747
	Hits@3:  0.9428
	Hits@5:  0.9550
	Hits@10:  0.9717
	Hits@20:  0.9839
	MRR:  0.9122
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8902
		MRR:  0.9252
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8808
	3-Hop
		Hits@1:  0.8565
		MRR:  0.8972
Valid Action Count at Each Step
	Overall Average: 31.4024
		Step 1: 20.9075
		Step 2: 26.0992
		Step 3: 27.2513
		Step 4: 51.3517
Entropy Metrics
	Question Entropy:  0.0207
	Path Entropy:  0.0827
		Step 1:  0.0080
		Step 2:  0.0059
		Step 3:  0.0164
		Step 4:  0.0523
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4394
	Restart Rate:  0.0000
	No-Op Rate:  0.4394
	Cycle Rate:  0.0060
	Backtrack Rate:  0.0000
	Unique Edges:  2.2416
	Redundancy:  0.0015
	Avg Segment Hops:  2.2423
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0196
	F1 Score:  0.0382
GT-Edge Overlap Metrics
	Recall:  0.7030
	Precision:  0.7317
	F1 Score:  0.7143
Node-Set Overlap Metrics
	Recall:  0.8736
	Precision:  0.9400
	F1 Score:  0.9008
Path Edit Distance Metrics:
	Overall Average:  0.2990
		2-Hop:  0.2530
		4-Hop:  0.4818
		3-Hop:  0.3225
Relation-Set Overlap Metrics
	Recall:  0.7958
	Precision:  0.8770
	F1 Score:  0.8257
Relation Edit Distance Metrics:
	Overall Average:  0.2119
		2-Hop:  0.1846
		4-Hop:  0.3212
		3-Hop:  0.2257

Score for iteration 14300
Answer Metrics
	Hits@1:  0.8567
	Hits@3:  0.9344
	Hits@5:  0.9479
	Hits@10:  0.9634
	Hits@20:  0.9762
	MRR:  0.8986
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8955
		MRR:  0.9299
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8914
	3-Hop
		Hits@1:  0.7859
		MRR:  0.8348
Valid Action Count at Each Step
	Overall Average: 32.5117
		Step 1: 20.9075
		Step 2: 26.0643
		Step 3: 28.0640
		Step 4: 55.0108
Entropy Metrics
	Question Entropy:  0.0205
	Path Entropy:  0.0821
		Step 1:  0.0077
		Step 2:  0.0063
		Step 3:  0.0145
		Step 4:  0.0537
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4481
	Restart Rate:  0.0000
	No-Op Rate:  0.4481
	Cycle Rate:  0.0044
	Backtrack Rate:  0.0000
	Unique Edges:  2.2076
	Redundancy:  0.0026
	Avg Segment Hops:  2.2076
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0191
	F1 Score:  0.0373
GT-Edge Overlap Metrics
	Recall:  0.6893
	Precision:  0.7243
	F1 Score:  0.7029
Node-Set Overlap Metrics
	Recall:  0.8632
	Precision:  0.9376
	F1 Score:  0.8935
Path Edit Distance Metrics:
	Overall Average:  0.3122
		2-Hop:  0.2566
		4-Hop:  0.4832
		3-Hop:  0.3614
Relation-Set Overlap Metrics
	Recall:  0.7865
	Precision:  0.8781
	F1 Score:  0.8199
Relation Edit Distance Metrics:
	Overall Average:  0.2181
		2-Hop:  0.1796
		4-Hop:  0.3240
		3-Hop:  0.2570

Score for iteration 14400
Answer Metrics
	Hits@1:  0.8387
	Hits@3:  0.9274
	Hits@5:  0.9441
	Hits@10:  0.9627
	Hits@20:  0.9801
	MRR:  0.8870
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8646
		MRR:  0.9076
	4-Hop
		Hits@1:  0.8547
		MRR:  0.8993
	3-Hop
		Hits@1:  0.7768
		MRR:  0.8378
Valid Action Count at Each Step
	Overall Average: 32.5622
		Step 1: 20.9075
		Step 2: 25.9151
		Step 3: 28.1999
		Step 4: 55.2263
Entropy Metrics
	Question Entropy:  0.0187
	Path Entropy:  0.0747
		Step 1:  0.0086
		Step 2:  0.0075
		Step 3:  0.0138
		Step 4:  0.0448
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4422
	Restart Rate:  0.0000
	No-Op Rate:  0.4422
	Cycle Rate:  0.0062
	Backtrack Rate:  0.0000
	Unique Edges:  2.2314
	Redundancy:  0.0039
	Avg Segment Hops:  2.2314
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0201
	F1 Score:  0.0392
GT-Edge Overlap Metrics
	Recall:  0.6808
	Precision:  0.7175
	F1 Score:  0.6945
Node-Set Overlap Metrics
	Recall:  0.8595
	Precision:  0.9330
	F1 Score:  0.8888
Path Edit Distance Metrics:
	Overall Average:  0.3225
		2-Hop:  0.2799
		4-Hop:  0.4455
		3-Hop:  0.3635
Relation-Set Overlap Metrics
	Recall:  0.7761
	Precision:  0.8641
	F1 Score:  0.8073
Relation Edit Distance Metrics:
	Overall Average:  0.2334
		2-Hop:  0.2075
		4-Hop:  0.2919
		3-Hop:  0.2648

Score for iteration 14500
Answer Metrics
	Hits@1:  0.8297
	Hits@3:  0.9287
	Hits@5:  0.9467
	Hits@10:  0.9647
	Hits@20:  0.9769
	MRR:  0.8825
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8475
		MRR:  0.8977
	4-Hop
		Hits@1:  0.8547
		MRR:  0.9019
	3-Hop
		Hits@1:  0.7813
		MRR:  0.8422
Valid Action Count at Each Step
	Overall Average: 33.7574
		Step 1: 20.9075
		Step 2: 24.0553
		Step 3: 25.9942
		Step 4: 64.0726
Entropy Metrics
	Question Entropy:  0.0182
	Path Entropy:  0.0728
		Step 1:  0.0042
		Step 2:  0.0042
		Step 3:  0.0135
		Step 4:  0.0510
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4622
	Restart Rate:  0.0000
	No-Op Rate:  0.4622
	Cycle Rate:  0.0014
	Backtrack Rate:  0.0000
	Unique Edges:  2.1510
	Redundancy:  0.0032
	Avg Segment Hops:  2.1510
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0177
	F1 Score:  0.0347
GT-Edge Overlap Metrics
	Recall:  0.6521
	Precision:  0.6967
	F1 Score:  0.6689
Node-Set Overlap Metrics
	Recall:  0.8439
	Precision:  0.9309
	F1 Score:  0.8791
Path Edit Distance Metrics:
	Overall Average:  0.3512
		2-Hop:  0.3005
		4-Hop:  0.5237
		3-Hop:  0.3893
Relation-Set Overlap Metrics
	Recall:  0.7540
	Precision:  0.8608
	F1 Score:  0.7925
Relation Edit Distance Metrics:
	Overall Average:  0.2518
		2-Hop:  0.2203
		4-Hop:  0.3436
		3-Hop:  0.2815

Score for iteration 14600
Answer Metrics
	Hits@1:  0.8946
	Hits@3:  0.9557
	Hits@5:  0.9640
	Hits@10:  0.9724
	Hits@20:  0.9833
	MRR:  0.9259
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9115
		MRR:  0.9384
	4-Hop
		Hits@1:  0.8492
		MRR:  0.8950
	3-Hop
		Hits@1:  0.8770
		MRR:  0.9116
Valid Action Count at Each Step
	Overall Average: 31.9713
		Step 1: 20.9075
		Step 2: 25.2724
		Step 3: 27.0731
		Step 4: 54.6323
Entropy Metrics
	Question Entropy:  0.0205
	Path Entropy:  0.0822
		Step 1:  0.0075
		Step 2:  0.0055
		Step 3:  0.0157
		Step 4:  0.0535
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4256
	Restart Rate:  0.0000
	No-Op Rate:  0.4256
	Cycle Rate:  0.0081
	Backtrack Rate:  0.0000
	Unique Edges:  2.2969
	Redundancy:  0.0009
	Avg Segment Hops:  2.2976
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0189
	F1 Score:  0.0369
GT-Edge Overlap Metrics
	Recall:  0.7192
	Precision:  0.7417
	F1 Score:  0.7279
Node-Set Overlap Metrics
	Recall:  0.8848
	Precision:  0.9406
	F1 Score:  0.9075
Path Edit Distance Metrics:
	Overall Average:  0.2835
		2-Hop:  0.2312
		4-Hop:  0.4902
		3-Hop:  0.3111
Relation-Set Overlap Metrics
	Recall:  0.8136
	Precision:  0.8864
	F1 Score:  0.8401
Relation Edit Distance Metrics:
	Overall Average:  0.1963
		2-Hop:  0.1651
		4-Hop:  0.3198
		3-Hop:  0.2128

Score for iteration 14700
Answer Metrics
	Hits@1:  0.8207
	Hits@3:  0.9261
	Hits@5:  0.9460
	Hits@10:  0.9602
	Hits@20:  0.9769
	MRR:  0.8765
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8348
		MRR:  0.8891
	4-Hop
		Hits@1:  0.7989
		MRR:  0.8529
	3-Hop
		Hits@1:  0.7995
		MRR:  0.8592
Valid Action Count at Each Step
	Overall Average: 29.4758
		Step 1: 20.9075
		Step 2: 23.4938
		Step 3: 25.1207
		Step 4: 48.3814
Entropy Metrics
	Question Entropy:  0.0189
	Path Entropy:  0.0755
		Step 1:  0.0070
		Step 2:  0.0045
		Step 3:  0.0119
		Step 4:  0.0522
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4682
	Restart Rate:  0.0000
	No-Op Rate:  0.4682
	Cycle Rate:  0.0033
	Backtrack Rate:  0.0000
	Unique Edges:  2.1272
	Redundancy:  0.0013
	Avg Segment Hops:  2.1272
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0179
	F1 Score:  0.0351
GT-Edge Overlap Metrics
	Recall:  0.6429
	Precision:  0.6937
	F1 Score:  0.6621
Node-Set Overlap Metrics
	Recall:  0.8378
	Precision:  0.9306
	F1 Score:  0.8756
Path Edit Distance Metrics:
	Overall Average:  0.3584
		2-Hop:  0.3029
		4-Hop:  0.5531
		3-Hop:  0.3975
Relation-Set Overlap Metrics
	Recall:  0.7494
	Precision:  0.8645
	F1 Score:  0.7911
Relation Edit Distance Metrics:
	Overall Average:  0.2566
		2-Hop:  0.2248
		4-Hop:  0.3715
		3-Hop:  0.2779

Score for iteration 14800
Answer Metrics
	Hits@1:  0.8728
	Hits@3:  0.9492
	Hits@5:  0.9614
	Hits@10:  0.9762
	Hits@20:  0.9839
	MRR:  0.9138
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8849
		MRR:  0.9231
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8817
	3-Hop
		Hits@1:  0.8656
		MRR:  0.9069
Valid Action Count at Each Step
	Overall Average: 31.9739
		Step 1: 20.9075
		Step 2: 25.0861
		Step 3: 27.3519
		Step 4: 54.5501
Entropy Metrics
	Question Entropy:  0.0191
	Path Entropy:  0.0765
		Step 1:  0.0047
		Step 2:  0.0049
		Step 3:  0.0139
		Step 4:  0.0529
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4237
	Restart Rate:  0.0000
	No-Op Rate:  0.4237
	Cycle Rate:  0.0055
	Backtrack Rate:  0.0000
	Unique Edges:  2.3046
	Redundancy:  0.0008
	Avg Segment Hops:  2.3053
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0184
	F1 Score:  0.0359
GT-Edge Overlap Metrics
	Recall:  0.7007
	Precision:  0.7239
	F1 Score:  0.7091
Node-Set Overlap Metrics
	Recall:  0.8749
	Precision:  0.9305
	F1 Score:  0.8970
Path Edit Distance Metrics:
	Overall Average:  0.3039
		2-Hop:  0.2569
		4-Hop:  0.5265
		3-Hop:  0.3134
Relation-Set Overlap Metrics
	Recall:  0.8000
	Precision:  0.8747
	F1 Score:  0.8262
Relation Edit Distance Metrics:
	Overall Average:  0.2105
		2-Hop:  0.1860
		4-Hop:  0.3366
		3-Hop:  0.2113

Score for iteration 14900
Answer Metrics
	Hits@1:  0.8785
	Hits@3:  0.9473
	Hits@5:  0.9659
	Hits@10:  0.9762
	Hits@20:  0.9859
	MRR:  0.9169
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8774
		MRR:  0.9175
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9173
	3-Hop
		Hits@1:  0.8815
		MRR:  0.9156
Valid Action Count at Each Step
	Overall Average: 32.1300
		Step 1: 20.9075
		Step 2: 25.4678
		Step 3: 28.7743
		Step 4: 53.3704
Entropy Metrics
	Question Entropy:  0.0193
	Path Entropy:  0.0772
		Step 1:  0.0045
		Step 2:  0.0048
		Step 3:  0.0174
		Step 4:  0.0506
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4100
	Restart Rate:  0.0000
	No-Op Rate:  0.4100
	Cycle Rate:  0.0115
	Backtrack Rate:  0.0000
	Unique Edges:  2.3573
	Redundancy:  0.0008
	Avg Segment Hops:  2.3599
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0181
	F1 Score:  0.0354
GT-Edge Overlap Metrics
	Recall:  0.7181
	Precision:  0.7325
	F1 Score:  0.7229
Node-Set Overlap Metrics
	Recall:  0.8856
	Precision:  0.9314
	F1 Score:  0.9037
Path Edit Distance Metrics:
	Overall Average:  0.2893
		2-Hop:  0.2582
		4-Hop:  0.4804
		3-Hop:  0.2779
Relation-Set Overlap Metrics
	Recall:  0.8121
	Precision:  0.8723
	F1 Score:  0.8327
Relation Edit Distance Metrics:
	Overall Average:  0.2049
		2-Hop:  0.1929
		4-Hop:  0.3017
		3-Hop:  0.1910

Score for iteration 15000
Answer Metrics
	Hits@1:  0.8451
	Hits@3:  0.9409
	Hits@5:  0.9608
	Hits@10:  0.9724
	Hits@20:  0.9820
	MRR:  0.8960
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8785
		MRR:  0.9140
	4-Hop
		Hits@1:  0.7263
		MRR:  0.8299
	3-Hop
		Hits@1:  0.8223
		MRR:  0.8846
Valid Action Count at Each Step
	Overall Average: 29.9043
		Step 1: 20.9075
		Step 2: 25.8186
		Step 3: 26.6841
		Step 4: 46.2071
Entropy Metrics
	Question Entropy:  0.0181
	Path Entropy:  0.0726
		Step 1:  0.0059
		Step 2:  0.0067
		Step 3:  0.0148
		Step 4:  0.0452
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4304
	Restart Rate:  0.0000
	No-Op Rate:  0.4304
	Cycle Rate:  0.0115
	Backtrack Rate:  0.0000
	Unique Edges:  2.2763
	Redundancy:  0.0018
	Avg Segment Hops:  2.2783
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0187
	F1 Score:  0.0366
GT-Edge Overlap Metrics
	Recall:  0.7042
	Precision:  0.7358
	F1 Score:  0.7155
Node-Set Overlap Metrics
	Recall:  0.8711
	Precision:  0.9367
	F1 Score:  0.8973
Path Edit Distance Metrics:
	Overall Average:  0.2994
		2-Hop:  0.2560
		4-Hop:  0.5084
		3-Hop:  0.3069
Relation-Set Overlap Metrics
	Recall:  0.7970
	Precision:  0.8817
	F1 Score:  0.8268
Relation Edit Distance Metrics:
	Overall Average:  0.2127
		2-Hop:  0.1883
		4-Hop:  0.3352
		3-Hop:  0.2149

Test (beam) scores with best model from output/mquake_st/sa_qa_nhop_reason_4hop_seed100/model/model.ckpt
Answer Metrics
	Hits@1:  0.8610
	Hits@3:  0.9355
	Hits@5:  0.9488
	Hits@10:  0.9601
	Hits@20:  0.9747
	MRR:  0.9019
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8352
		MRR:  0.8656
	3-Hop
		Hits@1:  0.8500
		MRR:  0.8936
	2-Hop
		Hits@1:  0.8711
		MRR:  0.9128
Valid Action Count at Each Step
	Overall Average: 32.4069
		Step 1: 21.3743
		Step 2: 24.9697
		Step 3: 29.0715
		Step 4: 54.2122
Entropy Metrics
	Question Entropy:  0.0209
	Path Entropy:  0.0834
		Step 1:  0.0079
		Step 2:  0.0070
		Step 3:  0.0177
		Step 4:  0.0508
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4099
	Restart Rate:  0.0000
	No-Op Rate:  0.4099
	Cycle Rate:  0.0100
	Backtrack Rate:  0.0000
	Unique Edges:  2.3597
	Redundancy:  0.0002
	Avg Segment Hops:  2.3604
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9847
	Precision:  0.0179
	F1 Score:  0.0350
GT-Edge Overlap Metrics
	Recall:  0.7211
	Precision:  0.7359
	F1 Score:  0.7260
Node-Set Overlap Metrics
	Recall:  0.8806
	Precision:  0.9244
	F1 Score:  0.8979
Path Edit Distance Metrics:
	Overall Average:  0.2866
		4-Hop:  0.4560
		3-Hop:  0.2976
		2-Hop:  0.2487
Relation-Set Overlap Metrics
	Recall:  0.8071
	Precision:  0.8631
	F1 Score:  0.8264
Relation Edit Distance Metrics:
	Overall Average:  0.2060
		4-Hop:  0.3040
		3-Hop:  0.2038
		2-Hop:  0.1881

