Score for iteration 100
Answer Metrics
	Hits@1:  0.0681
	Hits@3:  0.1317
	Hits@5:  0.1581
	Hits@10:  0.1999
	Hits@20:  0.2661
	MRR:  0.1144
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1077
		MRR:  0.1574
	3-Hop
		Hits@1:  0.0114
		MRR:  0.0671
Valid Action Count at Each Step
	Overall Average: 12.0343
		Step 1: 20.9075
		Step 2: 10.1268
		Step 3:  8.4308
		Step 4:  8.6722
Entropy Metrics
	Question Entropy:  1.6109
	Path Entropy:  6.4436
		Step 1:  2.4554
		Step 2:  1.5658
		Step 3:  1.2410
		Step 4:  1.1814
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.6272
	Restart Rate:  0.0000
	No-Op Rate:  0.6272
	Cycle Rate:  0.0000
	Backtrack Rate:  0.0000
	Unique Edges:  1.4910
	Redundancy:  0.0257
	Avg Segment Hops:  1.4910
Answer(s) Endpoint Coverage Metrics
	Recall:  0.3323
	Precision:  0.0120
	F1 Score:  0.0231
GT-Edge Overlap Metrics
	Recall:  0.0557
	Precision:  0.0987
	F1 Score:  0.0697
Node-Set Overlap Metrics
	Recall:  0.3595
	Precision:  0.5241
	F1 Score:  0.4190
Path Edit Distance Metrics:
	Overall Average:  0.9444
		2-Hop:  0.9373
		4-Hop:  0.9777
		3-Hop:  0.9461
Relation-Set Overlap Metrics
	Recall:  0.0957
	Precision:  0.1813
	F1 Score:  0.1230
Relation Edit Distance Metrics:
	Overall Average:  0.9073
		2-Hop:  0.8850
		4-Hop:  0.9735
		3-Hop:  0.9279

Score for iteration 200
Answer Metrics
	Hits@1:  0.1112
	Hits@3:  0.1967
	Hits@5:  0.2249
	Hits@10:  0.2686
	Hits@20:  0.3413
	MRR:  0.1705
Per Hop Answer Metrics
	3-Hop
		Hits@1:  0.1048
		MRR:  0.1797
	2-Hop
		Hits@1:  0.1151
		MRR:  0.1689
	4-Hop
		Hits@1:  0.1061
		MRR:  0.1565
Valid Action Count at Each Step
	Overall Average: 12.6276
		Step 1: 20.9075
		Step 2:  9.9783
		Step 3:  8.3998
		Step 4: 11.2249
Entropy Metrics
	Question Entropy:  1.6922
	Path Entropy:  6.7687
		Step 1:  2.6002
		Step 2:  1.7024
		Step 3:  1.3061
		Step 4:  1.1600
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5511
	Restart Rate:  0.0000
	No-Op Rate:  0.5511
	Cycle Rate:  0.0002
	Backtrack Rate:  0.0000
	Unique Edges:  1.7956
	Redundancy:  0.0096
	Avg Segment Hops:  1.7956
Answer(s) Endpoint Coverage Metrics
	Recall:  0.4171
	Precision:  0.0168
	F1 Score:  0.0319
GT-Edge Overlap Metrics
	Recall:  0.1646
	Precision:  0.1706
	F1 Score:  0.1636
Node-Set Overlap Metrics
	Recall:  0.4364
	Precision:  0.5354
	F1 Score:  0.4698
Path Edit Distance Metrics:
	Overall Average:  0.8540
		2-Hop:  0.8899
		4-Hop:  0.7947
		3-Hop:  0.8013
Relation-Set Overlap Metrics
	Recall:  0.1977
	Precision:  0.2137
	F1 Score:  0.1995
Relation Edit Distance Metrics:
	Overall Average:  0.8278
		2-Hop:  0.8635
		4-Hop:  0.7696
		3-Hop:  0.7751

Score for iteration 300
Answer Metrics
	Hits@1:  0.1748
	Hits@3:  0.2179
	Hits@5:  0.2449
	Hits@10:  0.2963
	Hits@20:  0.3535
	MRR:  0.2121
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.2090
		MRR:  0.2402
	3-Hop
		Hits@1:  0.1731
		MRR:  0.2151
Valid Action Count at Each Step
	Overall Average: 16.1865
		Step 1: 20.9075
		Step 2: 12.3207
		Step 3: 12.7225
		Step 4: 18.7955
Entropy Metrics
	Question Entropy:  1.4329
	Path Entropy:  5.7317
		Step 1:  2.2202
		Step 2:  1.4620
		Step 3:  1.0910
		Step 4:  0.9585
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4892
	Restart Rate:  0.0000
	No-Op Rate:  0.4892
	Cycle Rate:  0.0401
	Backtrack Rate:  0.0000
	Unique Edges:  2.0347
	Redundancy:  0.0066
	Avg Segment Hops:  2.0431
Answer(s) Endpoint Coverage Metrics
	Recall:  0.4081
	Precision:  0.0173
	F1 Score:  0.0327
GT-Edge Overlap Metrics
	Recall:  0.2196
	Precision:  0.2087
	F1 Score:  0.2099
Node-Set Overlap Metrics
	Recall:  0.4735
	Precision:  0.5569
	F1 Score:  0.5036
Path Edit Distance Metrics:
	Overall Average:  0.8099
		2-Hop:  0.8172
		4-Hop:  0.8128
		3-Hop:  0.7931
Relation-Set Overlap Metrics
	Recall:  0.2523
	Precision:  0.2477
	F1 Score:  0.2439
Relation Edit Distance Metrics:
	Overall Average:  0.7833
		2-Hop:  0.7929
		4-Hop:  0.7821
		3-Hop:  0.7631

Score for iteration 400
Answer Metrics
	Hits@1:  0.2365
	Hits@3:  0.3136
	Hits@5:  0.3483
	Hits@10:  0.3862
	Hits@20:  0.4229
	MRR:  0.2887
Per Hop Answer Metrics
	3-Hop
		Hits@1:  0.2346
		MRR:  0.2947
	2-Hop
		Hits@1:  0.2814
		MRR:  0.3265
	4-Hop
		Hits@1:  0.0056
		MRR:  0.0760
Valid Action Count at Each Step
	Overall Average: 21.1463
		Step 1: 20.9075
		Step 2: 18.6352
		Step 3: 18.8810
		Step 4: 26.1615
Entropy Metrics
	Question Entropy:  1.2049
	Path Entropy:  4.8194
		Step 1:  1.8337
		Step 2:  1.2426
		Step 3:  0.9879
		Step 4:  0.7553
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5210
	Restart Rate:  0.0000
	No-Op Rate:  0.5210
	Cycle Rate:  0.0720
	Backtrack Rate:  0.0000
	Unique Edges:  1.9152
	Redundancy:  0.0093
	Avg Segment Hops:  1.9158
Answer(s) Endpoint Coverage Metrics
	Recall:  0.4608
	Precision:  0.0234
	F1 Score:  0.0434
GT-Edge Overlap Metrics
	Recall:  0.2657
	Precision:  0.2987
	F1 Score:  0.2751
Node-Set Overlap Metrics
	Recall:  0.5319
	Precision:  0.6766
	F1 Score:  0.5862
Path Edit Distance Metrics:
	Overall Average:  0.7543
		2-Hop:  0.7133
		4-Hop:  0.8827
		3-Hop:  0.7895
Relation-Set Overlap Metrics
	Recall:  0.3236
	Precision:  0.3805
	F1 Score:  0.3405
Relation Edit Distance Metrics:
	Overall Average:  0.7016
		2-Hop:  0.6869
		4-Hop:  0.7598
		3-Hop:  0.7094

Score for iteration 500
Answer Metrics
	Hits@1:  0.2461
	Hits@3:  0.3233
	Hits@5:  0.3670
	Hits@10:  0.4120
	Hits@20:  0.4627
	MRR:  0.3010
Per Hop Answer Metrics
	3-Hop
		Hits@1:  0.2301
		MRR:  0.2902
	2-Hop
		Hits@1:  0.3006
		MRR:  0.3534
Valid Action Count at Each Step
	Overall Average: 19.7489
		Step 1: 20.9075
		Step 2: 17.7597
		Step 3: 16.8913
		Step 4: 23.4372
Entropy Metrics
	Question Entropy:  1.2523
	Path Entropy:  5.0092
		Step 1:  1.8639
		Step 2:  1.2952
		Step 3:  1.0313
		Step 4:  0.8189
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5496
	Restart Rate:  0.0000
	No-Op Rate:  0.5496
	Cycle Rate:  0.0397
	Backtrack Rate:  0.0000
	Unique Edges:  1.8001
	Redundancy:  0.0043
	Avg Segment Hops:  1.8014
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5193
	Precision:  0.0285
	F1 Score:  0.0523
GT-Edge Overlap Metrics
	Recall:  0.2868
	Precision:  0.3458
	F1 Score:  0.3078
Node-Set Overlap Metrics
	Recall:  0.5385
	Precision:  0.6791
	F1 Score:  0.5918
Path Edit Distance Metrics:
	Overall Average:  0.7181
		2-Hop:  0.6631
		4-Hop:  0.8478
		3-Hop:  0.7828
Relation-Set Overlap Metrics
	Recall:  0.3410
	Precision:  0.4269
	F1 Score:  0.3709
Relation Edit Distance Metrics:
	Overall Average:  0.6683
		2-Hop:  0.6352
		4-Hop:  0.7696
		3-Hop:  0.6978

Score for iteration 600
Answer Metrics
	Hits@1:  0.2911
	Hits@3:  0.3644
	Hits@5:  0.3914
	Hits@10:  0.4280
	Hits@20:  0.4627
	MRR:  0.3362
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.2458
		MRR:  0.3195
	3-Hop
		Hits@1:  0.2802
		MRR:  0.3351
	2-Hop
		Hits@1:  0.3049
		MRR:  0.3400
Valid Action Count at Each Step
	Overall Average: 20.8702
		Step 1: 20.9075
		Step 2: 18.3406
		Step 3: 17.8294
		Step 4: 26.4031
Entropy Metrics
	Question Entropy:  1.2554
	Path Entropy:  5.0216
		Step 1:  1.9339
		Step 2:  1.2596
		Step 3:  0.9904
		Step 4:  0.8377
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5029
	Restart Rate:  0.0000
	No-Op Rate:  0.5029
	Cycle Rate:  0.0177
	Backtrack Rate:  0.0000
	Unique Edges:  1.9852
	Redundancy:  0.0040
	Avg Segment Hops:  1.9884
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5045
	Precision:  0.0274
	F1 Score:  0.0499
GT-Edge Overlap Metrics
	Recall:  0.2586
	Precision:  0.2806
	F1 Score:  0.2661
Node-Set Overlap Metrics
	Recall:  0.5259
	Precision:  0.6203
	F1 Score:  0.5613
Path Edit Distance Metrics:
	Overall Average:  0.7489
		2-Hop:  0.7328
		4-Hop:  0.8156
		3-Hop:  0.7561
Relation-Set Overlap Metrics
	Recall:  0.3328
	Precision:  0.3924
	F1 Score:  0.3530
Relation Edit Distance Metrics:
	Overall Average:  0.6825
		2-Hop:  0.6891
		4-Hop:  0.6927
		3-Hop:  0.6644

Score for iteration 700
Answer Metrics
	Hits@1:  0.2841
	Hits@3:  0.3869
	Hits@5:  0.4210
	Hits@10:  0.4711
	Hits@20:  0.5103
	MRR:  0.3469
Per Hop Answer Metrics
	3-Hop
		Hits@1:  0.2847
		MRR:  0.3456
	2-Hop
		Hits@1:  0.3038
		MRR:  0.3603
	4-Hop
		Hits@1:  0.1788
		MRR:  0.2803
Valid Action Count at Each Step
	Overall Average: 21.2736
		Step 1: 20.9075
		Step 2: 19.4463
		Step 3: 19.0325
		Step 4: 25.7080
Entropy Metrics
	Question Entropy:  1.1638
	Path Entropy:  4.6550
		Step 1:  1.8144
		Step 2:  1.1799
		Step 3:  0.8932
		Step 4:  0.7675
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5482
	Restart Rate:  0.0000
	No-Op Rate:  0.5482
	Cycle Rate:  0.0258
	Backtrack Rate:  0.0000
	Unique Edges:  1.8066
	Redundancy:  0.0098
	Avg Segment Hops:  1.8072
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5514
	Precision:  0.0310
	F1 Score:  0.0563
GT-Edge Overlap Metrics
	Recall:  0.2338
	Precision:  0.2853
	F1 Score:  0.2518
Node-Set Overlap Metrics
	Recall:  0.5197
	Precision:  0.6639
	F1 Score:  0.5746
Path Edit Distance Metrics:
	Overall Average:  0.7725
		2-Hop:  0.7656
		4-Hop:  0.8310
		3-Hop:  0.7635
Relation-Set Overlap Metrics
	Recall:  0.3150
	Precision:  0.4199
	F1 Score:  0.3512
Relation Edit Distance Metrics:
	Overall Average:  0.6955
		2-Hop:  0.7017
		4-Hop:  0.7095
		3-Hop:  0.6767

Score for iteration 800
Answer Metrics
	Hits@1:  0.3233
	Hits@3:  0.4010
	Hits@5:  0.4306
	Hits@10:  0.4627
	Hits@20:  0.4968
	MRR:  0.3716
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.3520
		MRR:  0.4319
	3-Hop
		Hits@1:  0.3280
		MRR:  0.3826
	2-Hop
		Hits@1:  0.3156
		MRR:  0.3549
Valid Action Count at Each Step
	Overall Average: 22.7475
		Step 1: 20.9075
		Step 2: 20.1676
		Step 3: 21.7993
		Step 4: 28.1158
Entropy Metrics
	Question Entropy:  1.1962
	Path Entropy:  4.7846
		Step 1:  1.7151
		Step 2:  1.2277
		Step 3:  0.9668
		Step 4:  0.8750
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5145
	Restart Rate:  0.0000
	No-Op Rate:  0.5145
	Cycle Rate:  0.0212
	Backtrack Rate:  0.0000
	Unique Edges:  1.9383
	Redundancy:  0.0029
	Avg Segment Hops:  1.9422
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5495
	Precision:  0.0261
	F1 Score:  0.0481
GT-Edge Overlap Metrics
	Recall:  0.2564
	Precision:  0.2950
	F1 Score:  0.2702
Node-Set Overlap Metrics
	Recall:  0.5429
	Precision:  0.6620
	F1 Score:  0.5890
Path Edit Distance Metrics:
	Overall Average:  0.7491
		2-Hop:  0.7708
		4-Hop:  0.7291
		3-Hop:  0.7111
Relation-Set Overlap Metrics
	Recall:  0.3433
	Precision:  0.4389
	F1 Score:  0.3768
Relation Edit Distance Metrics:
	Overall Average:  0.6684
		2-Hop:  0.7053
		4-Hop:  0.5894
		3-Hop:  0.6217

Score for iteration 900
Answer Metrics
	Hits@1:  0.3387
	Hits@3:  0.4383
	Hits@5:  0.4557
	Hits@10:  0.4891
	Hits@20:  0.5206
	MRR:  0.3953
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.4022
		MRR:  0.5017
	3-Hop
		Hits@1:  0.3417
		MRR:  0.4039
	2-Hop
		Hits@1:  0.3252
		MRR:  0.3709
Valid Action Count at Each Step
	Overall Average: 26.7605
		Step 1: 20.9075
		Step 2: 26.5346
		Step 3: 26.8763
		Step 4: 32.7235
Entropy Metrics
	Question Entropy:  1.1450
	Path Entropy:  4.5800
		Step 1:  1.5225
		Step 2:  1.2046
		Step 3:  0.9765
		Step 4:  0.8764
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5072
	Restart Rate:  0.0000
	No-Op Rate:  0.5072
	Cycle Rate:  0.0323
	Backtrack Rate:  0.0000
	Unique Edges:  1.9685
	Redundancy:  0.0058
	Avg Segment Hops:  1.9711
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5630
	Precision:  0.0239
	F1 Score:  0.0449
GT-Edge Overlap Metrics
	Recall:  0.2579
	Precision:  0.2870
	F1 Score:  0.2665
Node-Set Overlap Metrics
	Recall:  0.5491
	Precision:  0.6765
	F1 Score:  0.5983
Path Edit Distance Metrics:
	Overall Average:  0.7614
		2-Hop:  0.7751
		4-Hop:  0.7514
		3-Hop:  0.7361
Relation-Set Overlap Metrics
	Recall:  0.3469
	Precision:  0.4304
	F1 Score:  0.3743
Relation Edit Distance Metrics:
	Overall Average:  0.6804
		2-Hop:  0.7119
		4-Hop:  0.5950
		3-Hop:  0.6481

Score for iteration 1000
Answer Metrics
	Hits@1:  0.4364
	Hits@3:  0.5283
	Hits@5:  0.5578
	Hits@10:  0.5925
	Hits@20:  0.6215
	MRR:  0.4929
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.4190
		MRR:  0.4721
	4-Hop
		Hits@1:  0.5978
		MRR:  0.6836
	3-Hop
		Hits@1:  0.4077
		MRR:  0.4597
Valid Action Count at Each Step
	Overall Average: 30.7709
		Step 1: 20.9075
		Step 2: 35.6582
		Step 3: 31.2866
		Step 4: 35.2313
Entropy Metrics
	Question Entropy:  0.9714
	Path Entropy:  3.8857
		Step 1:  1.2625
		Step 2:  1.0430
		Step 3:  0.8425
		Step 4:  0.7375
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4703
	Restart Rate:  0.0000
	No-Op Rate:  0.4703
	Cycle Rate:  0.0405
	Backtrack Rate:  0.0000
	Unique Edges:  2.1080
	Redundancy:  0.0072
	Avg Segment Hops:  2.1189
Answer(s) Endpoint Coverage Metrics
	Recall:  0.6568
	Precision:  0.0271
	F1 Score:  0.0512
GT-Edge Overlap Metrics
	Recall:  0.3423
	Precision:  0.3611
	F1 Score:  0.3451
Node-Set Overlap Metrics
	Recall:  0.6099
	Precision:  0.7171
	F1 Score:  0.6514
Path Edit Distance Metrics:
	Overall Average:  0.6884
		2-Hop:  0.6914
		4-Hop:  0.6439
		3-Hop:  0.7003
Relation-Set Overlap Metrics
	Recall:  0.4431
	Precision:  0.5192
	F1 Score:  0.4663
Relation Edit Distance Metrics:
	Overall Average:  0.5973
		2-Hop:  0.6174
		4-Hop:  0.4749
		3-Hop:  0.6042

Score for iteration 1100
Answer Metrics
	Hits@1:  0.4711
	Hits@3:  0.5469
	Hits@5:  0.5713
	Hits@10:  0.6054
	Hits@20:  0.6292
	MRR:  0.5178
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.4467
		MRR:  0.4925
	4-Hop
		Hits@1:  0.6927
		MRR:  0.7512
	3-Hop
		Hits@1:  0.4328
		MRR:  0.4766
Valid Action Count at Each Step
	Overall Average: 33.0904
		Step 1: 20.9075
		Step 2: 39.9551
		Step 3: 34.4028
		Step 4: 37.0963
Entropy Metrics
	Question Entropy:  0.8987
	Path Entropy:  3.5947
		Step 1:  1.1609
		Step 2:  0.9799
		Step 3:  0.7922
		Step 4:  0.6617
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4812
	Restart Rate:  0.0000
	No-Op Rate:  0.4812
	Cycle Rate:  0.0351
	Backtrack Rate:  0.0000
	Unique Edges:  2.0623
	Redundancy:  0.0135
	Avg Segment Hops:  2.0752
Answer(s) Endpoint Coverage Metrics
	Recall:  0.6626
	Precision:  0.0275
	F1 Score:  0.0521
GT-Edge Overlap Metrics
	Recall:  0.3451
	Precision:  0.3674
	F1 Score:  0.3500
Node-Set Overlap Metrics
	Recall:  0.6210
	Precision:  0.7335
	F1 Score:  0.6633
Path Edit Distance Metrics:
	Overall Average:  0.6778
		2-Hop:  0.6737
		4-Hop:  0.6550
		3-Hop:  0.6959
Relation-Set Overlap Metrics
	Recall:  0.4448
	Precision:  0.5224
	F1 Score:  0.4693
Relation Edit Distance Metrics:
	Overall Average:  0.5896
		2-Hop:  0.6038
		4-Hop:  0.4791
		3-Hop:  0.6044

Score for iteration 1200
Answer Metrics
	Hits@1:  0.4704
	Hits@3:  0.6003
	Hits@5:  0.6395
	Hits@10:  0.6767
	Hits@20:  0.7211
	MRR:  0.5463
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.4328
		MRR:  0.5197
	4-Hop
		Hits@1:  0.7151
		MRR:  0.7721
	3-Hop
		Hits@1:  0.4510
		MRR:  0.5111
Valid Action Count at Each Step
	Overall Average: 35.5893
		Step 1: 20.9075
		Step 2: 40.8597
		Step 3: 38.0860
		Step 4: 42.5039
Entropy Metrics
	Question Entropy:  0.7759
	Path Entropy:  3.1036
		Step 1:  0.9407
		Step 2:  0.8715
		Step 3:  0.6870
		Step 4:  0.6045
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4815
	Restart Rate:  0.0000
	No-Op Rate:  0.4815
	Cycle Rate:  0.0300
	Backtrack Rate:  0.0000
	Unique Edges:  2.0733
	Redundancy:  0.0047
	Avg Segment Hops:  2.0739
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7699
	Precision:  0.0295
	F1 Score:  0.0560
GT-Edge Overlap Metrics
	Recall:  0.3760
	Precision:  0.4223
	F1 Score:  0.3891
Node-Set Overlap Metrics
	Recall:  0.6446
	Precision:  0.7593
	F1 Score:  0.6882
Path Edit Distance Metrics:
	Overall Average:  0.6467
		2-Hop:  0.6389
		4-Hop:  0.6313
		3-Hop:  0.6699
Relation-Set Overlap Metrics
	Recall:  0.4774
	Precision:  0.5766
	F1 Score:  0.5082
Relation Edit Distance Metrics:
	Overall Average:  0.5552
		2-Hop:  0.5632
		4-Hop:  0.4707
		3-Hop:  0.5727

Score for iteration 1300
Answer Metrics
	Hits@1:  0.5533
	Hits@3:  0.6517
	Hits@5:  0.6864
	Hits@10:  0.7275
	Hits@20:  0.7680
	MRR:  0.6153
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.5576
		MRR:  0.6290
	4-Hop
		Hits@1:  0.7318
		MRR:  0.7772
	3-Hop
		Hits@1:  0.4715
		MRR:  0.5201
Valid Action Count at Each Step
	Overall Average: 33.7743
		Step 1: 20.9075
		Step 2: 39.8284
		Step 3: 35.7196
		Step 4: 38.6417
Entropy Metrics
	Question Entropy:  0.7113
	Path Entropy:  2.8453
		Step 1:  0.8312
		Step 2:  0.8201
		Step 3:  0.6265
		Step 4:  0.5675
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5111
	Restart Rate:  0.0000
	No-Op Rate:  0.5111
	Cycle Rate:  0.0091
	Backtrack Rate:  0.0000
	Unique Edges:  1.9537
	Redundancy:  0.0037
	Avg Segment Hops:  1.9557
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8104
	Precision:  0.0287
	F1 Score:  0.0548
GT-Edge Overlap Metrics
	Recall:  0.4239
	Precision:  0.4643
	F1 Score:  0.4372
Node-Set Overlap Metrics
	Recall:  0.6754
	Precision:  0.7942
	F1 Score:  0.7211
Path Edit Distance Metrics:
	Overall Average:  0.5882
		2-Hop:  0.5536
		4-Hop:  0.6522
		3-Hop:  0.6359
Relation-Set Overlap Metrics
	Recall:  0.5266
	Precision:  0.6277
	F1 Score:  0.5607
Relation Edit Distance Metrics:
	Overall Average:  0.4919
		2-Hop:  0.4733
		4-Hop:  0.4944
		3-Hop:  0.5304

Score for iteration 1400
Answer Metrics
	Hits@1:  0.6105
	Hits@3:  0.7153
	Hits@5:  0.7461
	Hits@10:  0.7866
	Hits@20:  0.8368
	MRR:  0.6749
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.6311
		MRR:  0.7068
	4-Hop
		Hits@1:  0.7765
		MRR:  0.8168
	3-Hop
		Hits@1:  0.4989
		MRR:  0.5489
Valid Action Count at Each Step
	Overall Average: 34.8140
		Step 1: 20.9075
		Step 2: 42.4733
		Step 3: 37.4307
		Step 4: 38.4444
Entropy Metrics
	Question Entropy:  0.6743
	Path Entropy:  2.6973
		Step 1:  0.7838
		Step 2:  0.7554
		Step 3:  0.5494
		Step 4:  0.6088
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5267
	Restart Rate:  0.0000
	No-Op Rate:  0.5267
	Cycle Rate:  0.0048
	Backtrack Rate:  0.0000
	Unique Edges:  1.8888
	Redundancy:  0.0024
	Avg Segment Hops:  1.8933
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8779
	Precision:  0.0306
	F1 Score:  0.0583
GT-Edge Overlap Metrics
	Recall:  0.4468
	Precision:  0.5094
	F1 Score:  0.4691
Node-Set Overlap Metrics
	Recall:  0.7006
	Precision:  0.8370
	F1 Score:  0.7544
Path Edit Distance Metrics:
	Overall Average:  0.5570
		2-Hop:  0.5139
		4-Hop:  0.6453
		3-Hop:  0.6131
Relation-Set Overlap Metrics
	Recall:  0.5610
	Precision:  0.6983
	F1 Score:  0.6092
Relation Edit Distance Metrics:
	Overall Average:  0.4478
		2-Hop:  0.4224
		4-Hop:  0.4679
		3-Hop:  0.4941

Score for iteration 1500
Answer Metrics
	Hits@1:  0.6221
	Hits@3:  0.7153
	Hits@5:  0.7494
	Hits@10:  0.7892
	Hits@20:  0.8284
	MRR:  0.6815
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.6407
		MRR:  0.7067
	4-Hop
		Hits@1:  0.7933
		MRR:  0.8252
	3-Hop
		Hits@1:  0.5125
		MRR:  0.5690
Valid Action Count at Each Step
	Overall Average: 45.0590
		Step 1: 20.9075
		Step 2: 57.0270
		Step 3: 51.6452
		Step 4: 50.6564
Entropy Metrics
	Question Entropy:  0.5575
	Path Entropy:  2.2300
		Step 1:  0.5634
		Step 2:  0.6189
		Step 3:  0.5283
		Step 4:  0.5193
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4608
	Restart Rate:  0.0000
	No-Op Rate:  0.4608
	Cycle Rate:  0.0493
	Backtrack Rate:  0.0000
	Unique Edges:  2.0617
	Redundancy:  0.0277
	Avg Segment Hops:  2.1568
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8554
	Precision:  0.0320
	F1 Score:  0.0609
GT-Edge Overlap Metrics
	Recall:  0.4956
	Precision:  0.5426
	F1 Score:  0.5099
Node-Set Overlap Metrics
	Recall:  0.7355
	Precision:  0.8590
	F1 Score:  0.7833
Path Edit Distance Metrics:
	Overall Average:  0.5267
		2-Hop:  0.4754
		4-Hop:  0.6327
		3-Hop:  0.5932
Relation-Set Overlap Metrics
	Recall:  0.6031
	Precision:  0.7159
	F1 Score:  0.6414
Relation Edit Distance Metrics:
	Overall Average:  0.4351
		2-Hop:  0.4034
		4-Hop:  0.4511
		3-Hop:  0.4964

Score for iteration 1600
Answer Metrics
	Hits@1:  0.6472
	Hits@3:  0.7783
	Hits@5:  0.8194
	Hits@10:  0.8670
	Hits@20:  0.8965
	MRR:  0.7233
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.6567
		MRR:  0.7382
	4-Hop
		Hits@1:  0.8156
		MRR:  0.8544
	3-Hop
		Hits@1:  0.5581
		MRR:  0.6379
Valid Action Count at Each Step
	Overall Average: 35.6151
		Step 1: 20.9075
		Step 2: 39.6770
		Step 3: 39.9843
		Step 4: 41.8918
Entropy Metrics
	Question Entropy:  0.4676
	Path Entropy:  1.8703
		Step 1:  0.4865
		Step 2:  0.5083
		Step 3:  0.4236
		Step 4:  0.4520
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4778
	Restart Rate:  0.0000
	No-Op Rate:  0.4778
	Cycle Rate:  0.0159
	Backtrack Rate:  0.0000
	Unique Edges:  2.0694
	Redundancy:  0.0087
	Avg Segment Hops:  2.0887
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9274
	Precision:  0.0290
	F1 Score:  0.0559
GT-Edge Overlap Metrics
	Recall:  0.4956
	Precision:  0.5363
	F1 Score:  0.5084
Node-Set Overlap Metrics
	Recall:  0.7391
	Precision:  0.8486
	F1 Score:  0.7816
Path Edit Distance Metrics:
	Overall Average:  0.5222
		2-Hop:  0.4914
		4-Hop:  0.6411
		3-Hop:  0.5397
Relation-Set Overlap Metrics
	Recall:  0.6014
	Precision:  0.7088
	F1 Score:  0.6383
Relation Edit Distance Metrics:
	Overall Average:  0.4236
		2-Hop:  0.4143
		4-Hop:  0.4497
		3-Hop:  0.4328

Score for iteration 1700
Answer Metrics
	Hits@1:  0.6298
	Hits@3:  0.7603
	Hits@5:  0.8104
	Hits@10:  0.8747
	Hits@20:  0.9190
	MRR:  0.7126
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.6503
		MRR:  0.7367
	4-Hop
		Hits@1:  0.7877
		MRR:  0.8429
	3-Hop
		Hits@1:  0.5216
		MRR:  0.6078
Valid Action Count at Each Step
	Overall Average: 35.9487
		Step 1: 20.9075
		Step 2: 43.2036
		Step 3: 41.3269
		Step 4: 38.3569
Entropy Metrics
	Question Entropy:  0.3538
	Path Entropy:  1.4153
		Step 1:  0.3175
		Step 2:  0.4009
		Step 3:  0.2933
		Step 4:  0.4036
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5043
	Restart Rate:  0.0000
	No-Op Rate:  0.5043
	Cycle Rate:  0.0072
	Backtrack Rate:  0.0000
	Unique Edges:  1.9730
	Redundancy:  0.0082
	Avg Segment Hops:  1.9826
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9492
	Precision:  0.0278
	F1 Score:  0.0537
GT-Edge Overlap Metrics
	Recall:  0.5021
	Precision:  0.5578
	F1 Score:  0.5225
Node-Set Overlap Metrics
	Recall:  0.7290
	Precision:  0.8464
	F1 Score:  0.7750
Path Edit Distance Metrics:
	Overall Average:  0.5029
		2-Hop:  0.4479
		4-Hop:  0.6411
		3-Hop:  0.5642
Relation-Set Overlap Metrics
	Recall:  0.5958
	Precision:  0.7100
	F1 Score:  0.6366
Relation Edit Distance Metrics:
	Overall Average:  0.4138
		2-Hop:  0.3821
		4-Hop:  0.4665
		3-Hop:  0.4601

Score for iteration 1800
Answer Metrics
	Hits@1:  0.7384
	Hits@3:  0.8753
	Hits@5:  0.9081
	Hits@10:  0.9402
	Hits@20:  0.9621
	MRR:  0.8145
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7548
		MRR:  0.8297
	4-Hop
		Hits@1:  0.8547
		MRR:  0.8955
	3-Hop
		Hits@1:  0.6560
		MRR:  0.7492
Valid Action Count at Each Step
	Overall Average: 44.6216
		Step 1: 20.9075
		Step 2: 53.9531
		Step 3: 49.1183
		Step 4: 54.5075
Entropy Metrics
	Question Entropy:  0.2396
	Path Entropy:  0.9582
		Step 1:  0.1847
		Step 2:  0.2548
		Step 3:  0.1978
		Step 4:  0.3210
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4648
	Restart Rate:  0.0000
	No-Op Rate:  0.4648
	Cycle Rate:  0.0312
	Backtrack Rate:  0.0000
	Unique Edges:  2.1298
	Redundancy:  0.0054
	Avg Segment Hops:  2.1407
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9852
	Precision:  0.0292
	F1 Score:  0.0563
GT-Edge Overlap Metrics
	Recall:  0.5269
	Precision:  0.5567
	F1 Score:  0.5347
Node-Set Overlap Metrics
	Recall:  0.7705
	Precision:  0.8818
	F1 Score:  0.8145
Path Edit Distance Metrics:
	Overall Average:  0.5003
		2-Hop:  0.4486
		4-Hop:  0.6229
		3-Hop:  0.5607
Relation-Set Overlap Metrics
	Recall:  0.6411
	Precision:  0.7388
	F1 Score:  0.6726
Relation Edit Distance Metrics:
	Overall Average:  0.3913
		2-Hop:  0.3563
		4-Hop:  0.4330
		3-Hop:  0.4491

Score for iteration 1900
Answer Metrics
	Hits@1:  0.7365
	Hits@3:  0.8811
	Hits@5:  0.9197
	Hits@10:  0.9531
	Hits@20:  0.9724
	MRR:  0.8151
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7612
		MRR:  0.8371
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8847
	3-Hop
		Hits@1:  0.6469
		MRR:  0.7398
Valid Action Count at Each Step
	Overall Average: 42.0170
		Step 1: 20.9075
		Step 2: 51.7842
		Step 3: 44.8701
		Step 4: 50.5062
Entropy Metrics
	Question Entropy:  0.2384
	Path Entropy:  0.9537
		Step 1:  0.2126
		Step 2:  0.2473
		Step 3:  0.1985
		Step 4:  0.2953
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5002
	Restart Rate:  0.0000
	No-Op Rate:  0.5002
	Cycle Rate:  0.0058
	Backtrack Rate:  0.0000
	Unique Edges:  1.9955
	Redundancy:  0.0164
	Avg Segment Hops:  1.9994
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9846
	Precision:  0.0305
	F1 Score:  0.0589
GT-Edge Overlap Metrics
	Recall:  0.5306
	Precision:  0.5731
	F1 Score:  0.5447
Node-Set Overlap Metrics
	Recall:  0.7684
	Precision:  0.8891
	F1 Score:  0.8139
Path Edit Distance Metrics:
	Overall Average:  0.4781
		2-Hop:  0.4087
		4-Hop:  0.6550
		3-Hop:  0.5543
Relation-Set Overlap Metrics
	Recall:  0.6398
	Precision:  0.7555
	F1 Score:  0.6791
Relation Edit Distance Metrics:
	Overall Average:  0.3718
		2-Hop:  0.3223
		4-Hop:  0.4707
		3-Hop:  0.4372

Score for iteration 2000
Answer Metrics
	Hits@1:  0.7789
	Hits@3:  0.9010
	Hits@5:  0.9325
	Hits@10:  0.9589
	Hits@20:  0.9794
	MRR:  0.8465
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7964
		MRR:  0.8590
	4-Hop
		Hits@1:  0.8045
		MRR:  0.8707
	3-Hop
		Hits@1:  0.7312
		MRR:  0.8100
Valid Action Count at Each Step
	Overall Average: 45.4902
		Step 1: 20.9075
		Step 2: 53.1007
		Step 3: 52.0589
		Step 4: 55.8939
Entropy Metrics
	Question Entropy:  0.1804
	Path Entropy:  0.7214
		Step 1:  0.1343
		Step 2:  0.1842
		Step 3:  0.1545
		Step 4:  0.2484
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5074
	Restart Rate:  0.0000
	No-Op Rate:  0.5074
	Cycle Rate:  0.0031
	Backtrack Rate:  0.0000
	Unique Edges:  1.9698
	Redundancy:  0.0175
	Avg Segment Hops:  1.9704
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9826
	Precision:  0.0320
	F1 Score:  0.0616
GT-Edge Overlap Metrics
	Recall:  0.5348
	Precision:  0.5851
	F1 Score:  0.5530
Node-Set Overlap Metrics
	Recall:  0.7806
	Precision:  0.9102
	F1 Score:  0.8305
Path Edit Distance Metrics:
	Overall Average:  0.4688
		2-Hop:  0.4073
		4-Hop:  0.6425
		3-Hop:  0.5294
Relation-Set Overlap Metrics
	Recall:  0.6474
	Precision:  0.7720
	F1 Score:  0.6912
Relation Edit Distance Metrics:
	Overall Average:  0.3601
		2-Hop:  0.3213
		4-Hop:  0.4637
		3-Hop:  0.4007

Score for iteration 2100
Answer Metrics
	Hits@1:  0.8040
	Hits@3:  0.9132
	Hits@5:  0.9447
	Hits@10:  0.9634
	Hits@20:  0.9749
	MRR:  0.8644
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7921
		MRR:  0.8579
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9162
	3-Hop
		Hits@1:  0.7995
		MRR:  0.8572
Valid Action Count at Each Step
	Overall Average: 41.7036
		Step 1: 20.9075
		Step 2: 48.2613
		Step 3: 46.1408
		Step 4: 51.5050
Entropy Metrics
	Question Entropy:  0.2280
	Path Entropy:  0.9121
		Step 1:  0.1390
		Step 2:  0.2725
		Step 3:  0.2358
		Step 4:  0.2648
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4475
	Restart Rate:  0.0000
	No-Op Rate:  0.4475
	Cycle Rate:  0.0109
	Backtrack Rate:  0.0000
	Unique Edges:  2.2037
	Redundancy:  0.0024
	Avg Segment Hops:  2.2102
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9839
	Precision:  0.0257
	F1 Score:  0.0499
GT-Edge Overlap Metrics
	Recall:  0.5763
	Precision:  0.5977
	F1 Score:  0.5814
Node-Set Overlap Metrics
	Recall:  0.8123
	Precision:  0.8938
	F1 Score:  0.8436
Path Edit Distance Metrics:
	Overall Average:  0.4398
		2-Hop:  0.3902
		4-Hop:  0.6103
		3-Hop:  0.4763
Relation-Set Overlap Metrics
	Recall:  0.6909
	Precision:  0.7796
	F1 Score:  0.7198
Relation Edit Distance Metrics:
	Overall Average:  0.3322
		2-Hop:  0.3035
		4-Hop:  0.4288
		3-Hop:  0.3540

Score for iteration 2200
Answer Metrics
	Hits@1:  0.7995
	Hits@3:  0.9100
	Hits@5:  0.9293
	Hits@10:  0.9531
	Hits@20:  0.9717
	MRR:  0.8585
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8049
		MRR:  0.8629
	4-Hop
		Hits@1:  0.7933
		MRR:  0.8583
	3-Hop
		Hits@1:  0.7904
		MRR:  0.8491
Valid Action Count at Each Step
	Overall Average: 42.0604
		Step 1: 20.9075
		Step 2: 47.6227
		Step 3: 48.8624
		Step 4: 50.8492
Entropy Metrics
	Question Entropy:  0.1901
	Path Entropy:  0.7605
		Step 1:  0.1094
		Step 2:  0.1806
		Step 3:  0.1797
		Step 4:  0.2908
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4552
	Restart Rate:  0.0000
	No-Op Rate:  0.4552
	Cycle Rate:  0.0070
	Backtrack Rate:  0.0000
	Unique Edges:  2.1767
	Redundancy:  0.0019
	Avg Segment Hops:  2.1793
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9833
	Precision:  0.0260
	F1 Score:  0.0504
GT-Edge Overlap Metrics
	Recall:  0.5829
	Precision:  0.6039
	F1 Score:  0.5881
Node-Set Overlap Metrics
	Recall:  0.8153
	Precision:  0.8984
	F1 Score:  0.8471
Path Edit Distance Metrics:
	Overall Average:  0.4322
		2-Hop:  0.3763
		4-Hop:  0.6383
		3-Hop:  0.4675
Relation-Set Overlap Metrics
	Recall:  0.6959
	Precision:  0.7883
	F1 Score:  0.7265
Relation Edit Distance Metrics:
	Overall Average:  0.3247
		2-Hop:  0.2901
		4-Hop:  0.4581
		3-Hop:  0.3443

Score for iteration 2300
Answer Metrics
	Hits@1:  0.8310
	Hits@3:  0.9261
	Hits@5:  0.9454
	Hits@10:  0.9614
	Hits@20:  0.9762
	MRR:  0.8829
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8337
		MRR:  0.8859
	4-Hop
		Hits@1:  0.8715
		MRR:  0.9144
	3-Hop
		Hits@1:  0.8087
		MRR:  0.8636
Valid Action Count at Each Step
	Overall Average: 39.6898
		Step 1: 20.9075
		Step 2: 47.7723
		Step 3: 44.5304
		Step 4: 45.5490
Entropy Metrics
	Question Entropy:  0.1445
	Path Entropy:  0.5779
		Step 1:  0.0828
		Step 2:  0.1515
		Step 3:  0.1403
		Step 4:  0.2033
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4719
	Restart Rate:  0.0000
	No-Op Rate:  0.4719
	Cycle Rate:  0.0061
	Backtrack Rate:  0.0000
	Unique Edges:  2.1105
	Redundancy:  0.0024
	Avg Segment Hops:  2.1125
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9878
	Precision:  0.0264
	F1 Score:  0.0512
GT-Edge Overlap Metrics
	Recall:  0.5810
	Precision:  0.6134
	F1 Score:  0.5917
Node-Set Overlap Metrics
	Recall:  0.8138
	Precision:  0.9117
	F1 Score:  0.8524
Path Edit Distance Metrics:
	Overall Average:  0.4280
		2-Hop:  0.3754
		4-Hop:  0.6383
		3-Hop:  0.4544
Relation-Set Overlap Metrics
	Recall:  0.6927
	Precision:  0.8009
	F1 Score:  0.7301
Relation Edit Distance Metrics:
	Overall Average:  0.3197
		2-Hop:  0.2867
		4-Hop:  0.4483
		3-Hop:  0.3379

Score for iteration 2400
Answer Metrics
	Hits@1:  0.7776
	Hits@3:  0.9010
	Hits@5:  0.9242
	Hits@10:  0.9473
	Hits@20:  0.9659
	MRR:  0.8448
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7996
		MRR:  0.8572
	4-Hop
		Hits@1:  0.7654
		MRR:  0.8430
	3-Hop
		Hits@1:  0.7358
		MRR:  0.8192
Valid Action Count at Each Step
	Overall Average: 43.0455
		Step 1: 20.9075
		Step 2: 52.8369
		Step 3: 48.7521
		Step 4: 49.6856
Entropy Metrics
	Question Entropy:  0.1717
	Path Entropy:  0.6866
		Step 1:  0.1021
		Step 2:  0.1732
		Step 3:  0.1792
		Step 4:  0.2321
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4242
	Restart Rate:  0.0000
	No-Op Rate:  0.4242
	Cycle Rate:  0.0339
	Backtrack Rate:  0.0000
	Unique Edges:  2.2680
	Redundancy:  0.0102
	Avg Segment Hops:  2.3033
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9807
	Precision:  0.0248
	F1 Score:  0.0482
GT-Edge Overlap Metrics
	Recall:  0.5624
	Precision:  0.5637
	F1 Score:  0.5582
Node-Set Overlap Metrics
	Recall:  0.8030
	Precision:  0.8774
	F1 Score:  0.8308
Path Edit Distance Metrics:
	Overall Average:  0.4687
		2-Hop:  0.4075
		4-Hop:  0.6899
		3-Hop:  0.5093
Relation-Set Overlap Metrics
	Recall:  0.6836
	Precision:  0.7555
	F1 Score:  0.7043
Relation Edit Distance Metrics:
	Overall Average:  0.3605
		2-Hop:  0.3151
		4-Hop:  0.5112
		3-Hop:  0.3962

Score for iteration 2500
Answer Metrics
	Hits@1:  0.7886
	Hits@3:  0.9004
	Hits@5:  0.9261
	Hits@10:  0.9557
	Hits@20:  0.9756
	MRR:  0.8516
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7942
		MRR:  0.8575
	4-Hop
		Hits@1:  0.7933
		MRR:  0.8576
	3-Hop
		Hits@1:  0.7745
		MRR:  0.8364
Valid Action Count at Each Step
	Overall Average: 41.3471
		Step 1: 20.9075
		Step 2: 44.9810
		Step 3: 47.3335
		Step 4: 52.1667
Entropy Metrics
	Question Entropy:  0.1255
	Path Entropy:  0.5021
		Step 1:  0.0701
		Step 2:  0.1127
		Step 3:  0.1101
		Step 4:  0.2092
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4762
	Restart Rate:  0.0000
	No-Op Rate:  0.4762
	Cycle Rate:  0.0189
	Backtrack Rate:  0.0000
	Unique Edges:  2.0887
	Redundancy:  0.0023
	Avg Segment Hops:  2.0951
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9878
	Precision:  0.0251
	F1 Score:  0.0488
GT-Edge Overlap Metrics
	Recall:  0.5642
	Precision:  0.6078
	F1 Score:  0.5786
Node-Set Overlap Metrics
	Recall:  0.8006
	Precision:  0.9125
	F1 Score:  0.8452
Path Edit Distance Metrics:
	Overall Average:  0.4479
		2-Hop:  0.4021
		4-Hop:  0.6285
		3-Hop:  0.4721
Relation-Set Overlap Metrics
	Recall:  0.6769
	Precision:  0.7941
	F1 Score:  0.7170
Relation Edit Distance Metrics:
	Overall Average:  0.3402
		2-Hop:  0.3141
		4-Hop:  0.4441
		3-Hop:  0.3536

Score for iteration 2600
Answer Metrics
	Hits@1:  0.8374
	Hits@3:  0.9210
	Hits@5:  0.9460
	Hits@10:  0.9666
	Hits@20:  0.9794
	MRR:  0.8853
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8401
		MRR:  0.8863
	4-Hop
		Hits@1:  0.8547
		MRR:  0.8980
	3-Hop
		Hits@1:  0.8246
		MRR:  0.8782
Valid Action Count at Each Step
	Overall Average: 44.4219
		Step 1: 20.9075
		Step 2: 53.5001
		Step 3: 51.6829
		Step 4: 51.5972
Entropy Metrics
	Question Entropy:  0.1402
	Path Entropy:  0.5608
		Step 1:  0.0713
		Step 2:  0.1419
		Step 3:  0.1449
		Step 4:  0.2028
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4200
	Restart Rate:  0.0000
	No-Op Rate:  0.4200
	Cycle Rate:  0.0438
	Backtrack Rate:  0.0000
	Unique Edges:  2.3053
	Redundancy:  0.0051
	Avg Segment Hops:  2.3201
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9884
	Precision:  0.0278
	F1 Score:  0.0537
GT-Edge Overlap Metrics
	Recall:  0.5973
	Precision:  0.6017
	F1 Score:  0.5934
Node-Set Overlap Metrics
	Recall:  0.8264
	Precision:  0.9058
	F1 Score:  0.8570
Path Edit Distance Metrics:
	Overall Average:  0.4411
		2-Hop:  0.3877
		4-Hop:  0.5880
		3-Hop:  0.4953
Relation-Set Overlap Metrics
	Recall:  0.7145
	Precision:  0.7801
	F1 Score:  0.7320
Relation Edit Distance Metrics:
	Overall Average:  0.3355
		2-Hop:  0.2988
		4-Hop:  0.4036
		3-Hop:  0.3863

Score for iteration 2700
Answer Metrics
	Hits@1:  0.8091
	Hits@3:  0.9177
	Hits@5:  0.9473
	Hits@10:  0.9692
	Hits@20:  0.9794
	MRR:  0.8699
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8166
		MRR:  0.8755
	4-Hop
		Hits@1:  0.8101
		MRR:  0.8743
	3-Hop
		Hits@1:  0.7927
		MRR:  0.8560
Valid Action Count at Each Step
	Overall Average: 45.7826
		Step 1: 20.9075
		Step 2: 56.7763
		Step 3: 52.6331
		Step 4: 52.8138
Entropy Metrics
	Question Entropy:  0.1254
	Path Entropy:  0.5017
		Step 1:  0.0653
		Step 2:  0.1294
		Step 3:  0.1299
		Step 4:  0.1772
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4298
	Restart Rate:  0.0000
	No-Op Rate:  0.4298
	Cycle Rate:  0.0443
	Backtrack Rate:  0.0000
	Unique Edges:  2.2590
	Redundancy:  0.0082
	Avg Segment Hops:  2.2808
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9871
	Precision:  0.0281
	F1 Score:  0.0542
GT-Edge Overlap Metrics
	Recall:  0.5776
	Precision:  0.5879
	F1 Score:  0.5763
Node-Set Overlap Metrics
	Recall:  0.8148
	Precision:  0.9047
	F1 Score:  0.8494
Path Edit Distance Metrics:
	Overall Average:  0.4610
		2-Hop:  0.3984
		4-Hop:  0.6285
		3-Hop:  0.5264
Relation-Set Overlap Metrics
	Recall:  0.6915
	Precision:  0.7637
	F1 Score:  0.7116
Relation Edit Distance Metrics:
	Overall Average:  0.3557
		2-Hop:  0.3129
		4-Hop:  0.4497
		3-Hop:  0.4087

Score for iteration 2800
Answer Metrics
	Hits@1:  0.8265
	Hits@3:  0.9312
	Hits@5:  0.9595
	Hits@10:  0.9769
	Hits@20:  0.9852
	MRR:  0.8849
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8209
		MRR:  0.8822
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9184
	3-Hop
		Hits@1:  0.8132
		MRR:  0.8768
Valid Action Count at Each Step
	Overall Average: 39.1689
		Step 1: 20.9075
		Step 2: 45.4254
		Step 3: 45.0500
		Step 4: 45.2929
Entropy Metrics
	Question Entropy:  0.1175
	Path Entropy:  0.4699
		Step 1:  0.0771
		Step 2:  0.1184
		Step 3:  0.1100
		Step 4:  0.1643
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4367
	Restart Rate:  0.0000
	No-Op Rate:  0.4367
	Cycle Rate:  0.0337
	Backtrack Rate:  0.0000
	Unique Edges:  2.2474
	Redundancy:  0.0036
	Avg Segment Hops:  2.2532
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0273
	F1 Score:  0.0528
GT-Edge Overlap Metrics
	Recall:  0.6008
	Precision:  0.6173
	F1 Score:  0.6035
Node-Set Overlap Metrics
	Recall:  0.8244
	Precision:  0.9083
	F1 Score:  0.8570
Path Edit Distance Metrics:
	Overall Average:  0.4268
		2-Hop:  0.3756
		4-Hop:  0.5978
		3-Hop:  0.4664
Relation-Set Overlap Metrics
	Recall:  0.7082
	Precision:  0.7840
	F1 Score:  0.7315
Relation Edit Distance Metrics:
	Overall Average:  0.3269
		2-Hop:  0.2966
		4-Hop:  0.4148
		3-Hop:  0.3559

Score for iteration 2900
Answer Metrics
	Hits@1:  0.8233
	Hits@3:  0.9158
	Hits@5:  0.9460
	Hits@10:  0.9647
	Hits@20:  0.9737
	MRR:  0.8760
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8241
		MRR:  0.8795
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9091
	3-Hop
		Hits@1:  0.7995
		MRR:  0.8550
Valid Action Count at Each Step
	Overall Average: 37.1664
		Step 1: 20.9075
		Step 2: 42.6384
		Step 3: 43.4269
		Step 4: 41.6930
Entropy Metrics
	Question Entropy:  0.1358
	Path Entropy:  0.5431
		Step 1:  0.0571
		Step 2:  0.1521
		Step 3:  0.1321
		Step 4:  0.2018
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3907
	Restart Rate:  0.0000
	No-Op Rate:  0.3907
	Cycle Rate:  0.0449
	Backtrack Rate:  0.0000
	Unique Edges:  2.4190
	Redundancy:  0.0049
	Avg Segment Hops:  2.4370
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9833
	Precision:  0.0236
	F1 Score:  0.0459
GT-Edge Overlap Metrics
	Recall:  0.6307
	Precision:  0.6214
	F1 Score:  0.6196
Node-Set Overlap Metrics
	Recall:  0.8410
	Precision:  0.8947
	F1 Score:  0.8601
Path Edit Distance Metrics:
	Overall Average:  0.4160
		2-Hop:  0.3674
		4-Hop:  0.5936
		3-Hop:  0.4476
Relation-Set Overlap Metrics
	Recall:  0.7322
	Precision:  0.7754
	F1 Score:  0.7407
Relation Edit Distance Metrics:
	Overall Average:  0.3240
		2-Hop:  0.2928
		4-Hop:  0.4064
		3-Hop:  0.3569

Score for iteration 3000
Answer Metrics
	Hits@1:  0.8702
	Hits@3:  0.9402
	Hits@5:  0.9563
	Hits@10:  0.9762
	Hits@20:  0.9826
	MRR:  0.9085
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8667
		MRR:  0.9042
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9221
	3-Hop
		Hits@1:  0.8702
		MRR:  0.9122
Valid Action Count at Each Step
	Overall Average: 42.2732
		Step 1: 20.9075
		Step 2: 49.3121
		Step 3: 50.1304
		Step 4: 48.7427
Entropy Metrics
	Question Entropy:  0.1165
	Path Entropy:  0.4659
		Step 1:  0.0602
		Step 2:  0.1202
		Step 3:  0.1341
		Step 4:  0.1514
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4007
	Restart Rate:  0.0000
	No-Op Rate:  0.4007
	Cycle Rate:  0.0342
	Backtrack Rate:  0.0000
	Unique Edges:  2.3920
	Redundancy:  0.0026
	Avg Segment Hops:  2.3972
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9852
	Precision:  0.0279
	F1 Score:  0.0536
GT-Edge Overlap Metrics
	Recall:  0.6414
	Precision:  0.6346
	F1 Score:  0.6325
Node-Set Overlap Metrics
	Recall:  0.8528
	Precision:  0.9066
	F1 Score:  0.8724
Path Edit Distance Metrics:
	Overall Average:  0.3988
		2-Hop:  0.3359
		4-Hop:  0.6034
		3-Hop:  0.4497
Relation-Set Overlap Metrics
	Recall:  0.7534
	Precision:  0.8023
	F1 Score:  0.7649
Relation Edit Distance Metrics:
	Overall Average:  0.2965
		2-Hop:  0.2557
		4-Hop:  0.4092
		3-Hop:  0.3379

Score for iteration 3100
Answer Metrics
	Hits@1:  0.8290
	Hits@3:  0.9248
	Hits@5:  0.9454
	Hits@10:  0.9647
	Hits@20:  0.9737
	MRR:  0.8804
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8337
		MRR:  0.8872
	4-Hop
		Hits@1:  0.8492
		MRR:  0.8901
	3-Hop
		Hits@1:  0.8109
		MRR:  0.8620
Valid Action Count at Each Step
	Overall Average: 40.1157
		Step 1: 20.9075
		Step 2: 47.3772
		Step 3: 46.5950
		Step 4: 45.5831
Entropy Metrics
	Question Entropy:  0.1099
	Path Entropy:  0.4396
		Step 1:  0.0581
		Step 2:  0.1383
		Step 3:  0.1149
		Step 4:  0.1282
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4132
	Restart Rate:  0.0000
	No-Op Rate:  0.4132
	Cycle Rate:  0.0335
	Backtrack Rate:  0.0000
	Unique Edges:  2.3432
	Redundancy:  0.0023
	Avg Segment Hops:  2.3470
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9814
	Precision:  0.0257
	F1 Score:  0.0498
GT-Edge Overlap Metrics
	Recall:  0.6324
	Precision:  0.6319
	F1 Score:  0.6264
Node-Set Overlap Metrics
	Recall:  0.8385
	Precision:  0.9009
	F1 Score:  0.8612
Path Edit Distance Metrics:
	Overall Average:  0.4057
		2-Hop:  0.3328
		4-Hop:  0.6299
		3-Hop:  0.4700
Relation-Set Overlap Metrics
	Recall:  0.7349
	Precision:  0.7896
	F1 Score:  0.7484
Relation Edit Distance Metrics:
	Overall Average:  0.3105
		2-Hop:  0.2578
		4-Hop:  0.4413
		3-Hop:  0.3698

Score for iteration 3200
Answer Metrics
	Hits@1:  0.8265
	Hits@3:  0.9293
	Hits@5:  0.9537
	Hits@10:  0.9679
	Hits@20:  0.9769
	MRR:  0.8821
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8284
		MRR:  0.8830
	4-Hop
		Hits@1:  0.8603
		MRR:  0.9006
	3-Hop
		Hits@1:  0.8087
		MRR:  0.8726
Valid Action Count at Each Step
	Overall Average: 45.1726
		Step 1: 20.9075
		Step 2: 53.8087
		Step 3: 54.7720
		Step 4: 51.2022
Entropy Metrics
	Question Entropy:  0.0919
	Path Entropy:  0.3676
		Step 1:  0.0507
		Step 2:  0.1087
		Step 3:  0.0906
		Step 4:  0.1175
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4486
	Restart Rate:  0.0000
	No-Op Rate:  0.4486
	Cycle Rate:  0.0224
	Backtrack Rate:  0.0000
	Unique Edges:  2.2031
	Redundancy:  0.0064
	Avg Segment Hops:  2.2057
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9871
	Precision:  0.0273
	F1 Score:  0.0526
GT-Edge Overlap Metrics
	Recall:  0.5881
	Precision:  0.6121
	F1 Score:  0.5939
Node-Set Overlap Metrics
	Recall:  0.8145
	Precision:  0.9046
	F1 Score:  0.8493
Path Edit Distance Metrics:
	Overall Average:  0.4352
		2-Hop:  0.3690
		4-Hop:  0.6201
		3-Hop:  0.5013
Relation-Set Overlap Metrics
	Recall:  0.7043
	Precision:  0.7927
	F1 Score:  0.7325
Relation Edit Distance Metrics:
	Overall Average:  0.3246
		2-Hop:  0.2775
		4-Hop:  0.4385
		3-Hop:  0.3789

Score for iteration 3300
Answer Metrics
	Hits@1:  0.8483
	Hits@3:  0.9280
	Hits@5:  0.9499
	Hits@10:  0.9666
	Hits@20:  0.9820
	MRR:  0.8933
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8603
		MRR:  0.9026
	4-Hop
		Hits@1:  0.8156
		MRR:  0.8736
	3-Hop
		Hits@1:  0.8360
		MRR:  0.8814
Valid Action Count at Each Step
	Overall Average: 39.8273
		Step 1: 20.9075
		Step 2: 46.5396
		Step 3: 47.2715
		Step 4: 44.5904
Entropy Metrics
	Question Entropy:  0.0887
	Path Entropy:  0.3549
		Step 1:  0.0490
		Step 2:  0.0955
		Step 3:  0.0794
		Step 4:  0.1311
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4508
	Restart Rate:  0.0000
	No-Op Rate:  0.4508
	Cycle Rate:  0.0118
	Backtrack Rate:  0.0000
	Unique Edges:  2.1954
	Redundancy:  0.0016
	Avg Segment Hops:  2.1967
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0249
	F1 Score:  0.0484
GT-Edge Overlap Metrics
	Recall:  0.6081
	Precision:  0.6298
	F1 Score:  0.6140
Node-Set Overlap Metrics
	Recall:  0.8289
	Precision:  0.9114
	F1 Score:  0.8611
Path Edit Distance Metrics:
	Overall Average:  0.4065
		2-Hop:  0.3396
		4-Hop:  0.6271
		3-Hop:  0.4598
Relation-Set Overlap Metrics
	Recall:  0.7208
	Precision:  0.8124
	F1 Score:  0.7518
Relation Edit Distance Metrics:
	Overall Average:  0.2996
		2-Hop:  0.2510
		4-Hop:  0.4483
		3-Hop:  0.3428

Score for iteration 3400
Answer Metrics
	Hits@1:  0.8181
	Hits@3:  0.9248
	Hits@5:  0.9550
	Hits@10:  0.9704
	Hits@20:  0.9801
	MRR:  0.8774
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8038
		MRR:  0.8715
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9179
	3-Hop
		Hits@1:  0.8200
		MRR:  0.8734
Valid Action Count at Each Step
	Overall Average: 36.7540
		Step 1: 20.9075
		Step 2: 41.5861
		Step 3: 42.5454
		Step 4: 41.9771
Entropy Metrics
	Question Entropy:  0.0956
	Path Entropy:  0.3823
		Step 1:  0.0657
		Step 2:  0.1068
		Step 3:  0.0858
		Step 4:  0.1241
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4770
	Restart Rate:  0.0000
	No-Op Rate:  0.4770
	Cycle Rate:  0.0059
	Backtrack Rate:  0.0000
	Unique Edges:  2.0913
	Redundancy:  0.0040
	Avg Segment Hops:  2.0919
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0251
	F1 Score:  0.0488
GT-Edge Overlap Metrics
	Recall:  0.5880
	Precision:  0.6332
	F1 Score:  0.6045
Node-Set Overlap Metrics
	Recall:  0.8124
	Precision:  0.9164
	F1 Score:  0.8540
Path Edit Distance Metrics:
	Overall Average:  0.4176
		2-Hop:  0.3663
		4-Hop:  0.6103
		3-Hop:  0.4486
Relation-Set Overlap Metrics
	Recall:  0.6950
	Precision:  0.8082
	F1 Score:  0.7353
Relation Edit Distance Metrics:
	Overall Average:  0.3129
		2-Hop:  0.2807
		4-Hop:  0.4246
		3-Hop:  0.3362

Score for iteration 3500
Answer Metrics
	Hits@1:  0.8329
	Hits@3:  0.9351
	Hits@5:  0.9524
	Hits@10:  0.9711
	Hits@20:  0.9814
	MRR:  0.8858
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8550
		MRR:  0.9005
	4-Hop
		Hits@1:  0.7877
		MRR:  0.8532
	3-Hop
		Hits@1:  0.8041
		MRR:  0.8677
Valid Action Count at Each Step
	Overall Average: 42.0216
		Step 1: 20.9075
		Step 2: 51.8079
		Step 3: 48.9429
		Step 4: 46.4281
Entropy Metrics
	Question Entropy:  0.0877
	Path Entropy:  0.3509
		Step 1:  0.0583
		Step 2:  0.1023
		Step 3:  0.0910
		Step 4:  0.0994
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4476
	Restart Rate:  0.0000
	No-Op Rate:  0.4476
	Cycle Rate:  0.0153
	Backtrack Rate:  0.0000
	Unique Edges:  2.2044
	Redundancy:  0.0019
	Avg Segment Hops:  2.2095
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0255
	F1 Score:  0.0495
GT-Edge Overlap Metrics
	Recall:  0.6158
	Precision:  0.6439
	F1 Score:  0.6247
Node-Set Overlap Metrics
	Recall:  0.8327
	Precision:  0.9141
	F1 Score:  0.8649
Path Edit Distance Metrics:
	Overall Average:  0.3957
		2-Hop:  0.3324
		4-Hop:  0.6131
		3-Hop:  0.4425
Relation-Set Overlap Metrics
	Recall:  0.7234
	Precision:  0.8187
	F1 Score:  0.7563
Relation Edit Distance Metrics:
	Overall Average:  0.2940
		2-Hop:  0.2512
		4-Hop:  0.4218
		3-Hop:  0.3331

Score for iteration 3600
Answer Metrics
	Hits@1:  0.8477
	Hits@3:  0.9428
	Hits@5:  0.9589
	Hits@10:  0.9730
	Hits@20:  0.9846
	MRR:  0.8983
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8486
		MRR:  0.9009
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8936
	3-Hop
		Hits@1:  0.8497
		MRR:  0.8947
Valid Action Count at Each Step
	Overall Average: 37.8655
		Step 1: 20.9075
		Step 2: 39.6157
		Step 3: 39.8904
		Step 4: 51.0483
Entropy Metrics
	Question Entropy:  0.1058
	Path Entropy:  0.4231
		Step 1:  0.0567
		Step 2:  0.0875
		Step 3:  0.1050
		Step 4:  0.1739
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4370
	Restart Rate:  0.0000
	No-Op Rate:  0.4370
	Cycle Rate:  0.0362
	Backtrack Rate:  0.0000
	Unique Edges:  2.2487
	Redundancy:  0.0040
	Avg Segment Hops:  2.2519
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0240
	F1 Score:  0.0467
GT-Edge Overlap Metrics
	Recall:  0.6238
	Precision:  0.6393
	F1 Score:  0.6256
Node-Set Overlap Metrics
	Recall:  0.8343
	Precision:  0.9233
	F1 Score:  0.8699
Path Edit Distance Metrics:
	Overall Average:  0.4084
		2-Hop:  0.3415
		4-Hop:  0.6075
		3-Hop:  0.4702
Relation-Set Overlap Metrics
	Recall:  0.7302
	Precision:  0.8017
	F1 Score:  0.7511
Relation Edit Distance Metrics:
	Overall Average:  0.3099
		2-Hop:  0.2611
		4-Hop:  0.4274
		3-Hop:  0.3662

Score for iteration 3700
Answer Metrics
	Hits@1:  0.8657
	Hits@3:  0.9409
	Hits@5:  0.9576
	Hits@10:  0.9724
	Hits@20:  0.9820
	MRR:  0.9067
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8614
		MRR:  0.9062
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9116
	3-Hop
		Hits@1:  0.8702
		MRR:  0.9059
Valid Action Count at Each Step
	Overall Average: 39.6299
		Step 1: 20.9075
		Step 2: 44.1542
		Step 3: 45.2592
		Step 4: 48.1988
Entropy Metrics
	Question Entropy:  0.1056
	Path Entropy:  0.4226
		Step 1:  0.0622
		Step 2:  0.0992
		Step 3:  0.1032
		Step 4:  0.1580
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4237
	Restart Rate:  0.0000
	No-Op Rate:  0.4237
	Cycle Rate:  0.0295
	Backtrack Rate:  0.0000
	Unique Edges:  2.3008
	Redundancy:  0.0025
	Avg Segment Hops:  2.3053
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0241
	F1 Score:  0.0469
GT-Edge Overlap Metrics
	Recall:  0.6417
	Precision:  0.6497
	F1 Score:  0.6411
Node-Set Overlap Metrics
	Recall:  0.8490
	Precision:  0.9207
	F1 Score:  0.8770
Path Edit Distance Metrics:
	Overall Average:  0.3878
		2-Hop:  0.3190
		4-Hop:  0.5922
		3-Hop:  0.4514
Relation-Set Overlap Metrics
	Recall:  0.7491
	Precision:  0.8179
	F1 Score:  0.7701
Relation Edit Distance Metrics:
	Overall Average:  0.2865
		2-Hop:  0.2409
		4-Hop:  0.4022
		3-Hop:  0.3368

Score for iteration 3800
Answer Metrics
	Hits@1:  0.8194
	Hits@3:  0.9319
	Hits@5:  0.9467
	Hits@10:  0.9647
	Hits@20:  0.9788
	MRR:  0.8780
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8337
		MRR:  0.8875
	4-Hop
		Hits@1:  0.8045
		MRR:  0.8703
	3-Hop
		Hits@1:  0.7950
		MRR:  0.8607
Valid Action Count at Each Step
	Overall Average: 46.5094
		Step 1: 20.9075
		Step 2: 54.4241
		Step 3: 53.4618
		Step 4: 57.2443
Entropy Metrics
	Question Entropy:  0.0937
	Path Entropy:  0.3748
		Step 1:  0.0648
		Step 2:  0.0975
		Step 3:  0.0884
		Step 4:  0.1242
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4581
	Restart Rate:  0.0000
	No-Op Rate:  0.4581
	Cycle Rate:  0.0271
	Backtrack Rate:  0.0000
	Unique Edges:  2.1671
	Redundancy:  0.0047
	Avg Segment Hops:  2.1677
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0254
	F1 Score:  0.0493
GT-Edge Overlap Metrics
	Recall:  0.5911
	Precision:  0.6191
	F1 Score:  0.5993
Node-Set Overlap Metrics
	Recall:  0.8114
	Precision:  0.9083
	F1 Score:  0.8501
Path Edit Distance Metrics:
	Overall Average:  0.4308
		2-Hop:  0.3469
		4-Hop:  0.6257
		3-Hop:  0.5306
Relation-Set Overlap Metrics
	Recall:  0.7011
	Precision:  0.7891
	F1 Score:  0.7304
Relation Edit Distance Metrics:
	Overall Average:  0.3253
		2-Hop:  0.2678
		4-Hop:  0.4372
		3-Hop:  0.4026

Score for iteration 3900
Answer Metrics
	Hits@1:  0.8605
	Hits@3:  0.9454
	Hits@5:  0.9589
	Hits@10:  0.9724
	Hits@20:  0.9826
	MRR:  0.9052
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8635
		MRR:  0.9098
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9185
	3-Hop
		Hits@1:  0.8428
		MRR:  0.8900
Valid Action Count at Each Step
	Overall Average: 39.3199
		Step 1: 20.9075
		Step 2: 44.9163
		Step 3: 43.8649
		Step 4: 47.5909
Entropy Metrics
	Question Entropy:  0.0921
	Path Entropy:  0.3685
		Step 1:  0.0542
		Step 2:  0.1047
		Step 3:  0.0907
		Step 4:  0.1190
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4447
	Restart Rate:  0.0000
	No-Op Rate:  0.4447
	Cycle Rate:  0.0319
	Backtrack Rate:  0.0000
	Unique Edges:  2.2204
	Redundancy:  0.0047
	Avg Segment Hops:  2.2211
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9878
	Precision:  0.0250
	F1 Score:  0.0485
GT-Edge Overlap Metrics
	Recall:  0.6243
	Precision:  0.6390
	F1 Score:  0.6266
Node-Set Overlap Metrics
	Recall:  0.8359
	Precision:  0.9245
	F1 Score:  0.8712
Path Edit Distance Metrics:
	Overall Average:  0.4043
		2-Hop:  0.3300
		4-Hop:  0.6075
		3-Hop:  0.4801
Relation-Set Overlap Metrics
	Recall:  0.7315
	Precision:  0.8049
	F1 Score:  0.7543
Relation Edit Distance Metrics:
	Overall Average:  0.3021
		2-Hop:  0.2489
		4-Hop:  0.4260
		3-Hop:  0.3652

Score for iteration 4000
Answer Metrics
	Hits@1:  0.8567
	Hits@3:  0.9409
	Hits@5:  0.9614
	Hits@10:  0.9762
	Hits@20:  0.9814
	MRR:  0.9026
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8582
		MRR:  0.9046
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9151
	3-Hop
		Hits@1:  0.8405
		MRR:  0.8931
Valid Action Count at Each Step
	Overall Average: 39.6688
		Step 1: 20.9075
		Step 2: 43.8224
		Step 3: 43.8737
		Step 4: 50.0718
Entropy Metrics
	Question Entropy:  0.0954
	Path Entropy:  0.3815
		Step 1:  0.0512
		Step 2:  0.0852
		Step 3:  0.0948
		Step 4:  0.1503
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4327
	Restart Rate:  0.0000
	No-Op Rate:  0.4327
	Cycle Rate:  0.0252
	Backtrack Rate:  0.0000
	Unique Edges:  2.2693
	Redundancy:  0.0026
	Avg Segment Hops:  2.2693
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0239
	F1 Score:  0.0464
GT-Edge Overlap Metrics
	Recall:  0.6341
	Precision:  0.6452
	F1 Score:  0.6348
Node-Set Overlap Metrics
	Recall:  0.8435
	Precision:  0.9170
	F1 Score:  0.8724
Path Edit Distance Metrics:
	Overall Average:  0.3933
		2-Hop:  0.3256
		4-Hop:  0.6061
		3-Hop:  0.4512
Relation-Set Overlap Metrics
	Recall:  0.7404
	Precision:  0.8075
	F1 Score:  0.7607
Relation Edit Distance Metrics:
	Overall Average:  0.2941
		2-Hop:  0.2480
		4-Hop:  0.4260
		3-Hop:  0.3386

Score for iteration 4100
Answer Metrics
	Hits@1:  0.7963
	Hits@3:  0.9274
	Hits@5:  0.9518
	Hits@10:  0.9692
	Hits@20:  0.9788
	MRR:  0.8644
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7985
		MRR:  0.8667
	4-Hop
		Hits@1:  0.8715
		MRR:  0.9080
	3-Hop
		Hits@1:  0.7608
		MRR:  0.8419
Valid Action Count at Each Step
	Overall Average: 39.2995
		Step 1: 20.9075
		Step 2: 40.5089
		Step 3: 41.9705
		Step 4: 53.8114
Entropy Metrics
	Question Entropy:  0.0848
	Path Entropy:  0.3394
		Step 1:  0.0480
		Step 2:  0.0754
		Step 3:  0.0813
		Step 4:  0.1347
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4582
	Restart Rate:  0.0000
	No-Op Rate:  0.4582
	Cycle Rate:  0.0177
	Backtrack Rate:  0.0000
	Unique Edges:  2.1671
	Redundancy:  0.0039
	Avg Segment Hops:  2.1671
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9865
	Precision:  0.0242
	F1 Score:  0.0469
GT-Edge Overlap Metrics
	Recall:  0.6036
	Precision:  0.6380
	F1 Score:  0.6152
Node-Set Overlap Metrics
	Recall:  0.8199
	Precision:  0.9122
	F1 Score:  0.8565
Path Edit Distance Metrics:
	Overall Average:  0.4094
		2-Hop:  0.3516
		4-Hop:  0.5922
		3-Hop:  0.4584
Relation-Set Overlap Metrics
	Recall:  0.7077
	Precision:  0.8032
	F1 Score:  0.7404
Relation Edit Distance Metrics:
	Overall Average:  0.3118
		2-Hop:  0.2752
		4-Hop:  0.4148
		3-Hop:  0.3479

Score for iteration 4200
Answer Metrics
	Hits@1:  0.8419
	Hits@3:  0.9299
	Hits@5:  0.9499
	Hits@10:  0.9698
	Hits@20:  0.9794
	MRR:  0.8908
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8465
		MRR:  0.8943
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9192
	3-Hop
		Hits@1:  0.8132
		MRR:  0.8716
Valid Action Count at Each Step
	Overall Average: 39.1297
		Step 1: 20.9075
		Step 2: 41.7437
		Step 3: 42.8847
		Step 4: 50.9830
Entropy Metrics
	Question Entropy:  0.0897
	Path Entropy:  0.3588
		Step 1:  0.0420
		Step 2:  0.0752
		Step 3:  0.0965
		Step 4:  0.1451
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4234
	Restart Rate:  0.0000
	No-Op Rate:  0.4234
	Cycle Rate:  0.0292
	Backtrack Rate:  0.0000
	Unique Edges:  2.3033
	Redundancy:  0.0034
	Avg Segment Hops:  2.3066
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9865
	Precision:  0.0226
	F1 Score:  0.0439
GT-Edge Overlap Metrics
	Recall:  0.6149
	Precision:  0.6195
	F1 Score:  0.6122
Node-Set Overlap Metrics
	Recall:  0.8356
	Precision:  0.9057
	F1 Score:  0.8621
Path Edit Distance Metrics:
	Overall Average:  0.4188
		2-Hop:  0.3492
		4-Hop:  0.6173
		3-Hop:  0.4865
Relation-Set Overlap Metrics
	Recall:  0.7239
	Precision:  0.7840
	F1 Score:  0.7407
Relation Edit Distance Metrics:
	Overall Average:  0.3183
		2-Hop:  0.2703
		4-Hop:  0.4358
		3-Hop:  0.3730

Score for iteration 4300
Answer Metrics
	Hits@1:  0.8567
	Hits@3:  0.9473
	Hits@5:  0.9627
	Hits@10:  0.9781
	Hits@20:  0.9865
	MRR:  0.9044
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8667
		MRR:  0.9130
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8928
	3-Hop
		Hits@1:  0.8428
		MRR:  0.8908
Valid Action Count at Each Step
	Overall Average: 36.5459
		Step 1: 20.9075
		Step 2: 39.4336
		Step 3: 39.2553
		Step 4: 46.5872
Entropy Metrics
	Question Entropy:  0.0913
	Path Entropy:  0.3653
		Step 1:  0.0411
		Step 2:  0.0949
		Step 3:  0.0975
		Step 4:  0.1318
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4468
	Restart Rate:  0.0000
	No-Op Rate:  0.4468
	Cycle Rate:  0.0067
	Backtrack Rate:  0.0000
	Unique Edges:  2.2121
	Redundancy:  0.0009
	Avg Segment Hops:  2.2127
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0227
	F1 Score:  0.0442
GT-Edge Overlap Metrics
	Recall:  0.6412
	Precision:  0.6689
	F1 Score:  0.6504
Node-Set Overlap Metrics
	Recall:  0.8463
	Precision:  0.9196
	F1 Score:  0.8751
Path Edit Distance Metrics:
	Overall Average:  0.3674
		2-Hop:  0.3120
		4-Hop:  0.5894
		3-Hop:  0.3952
Relation-Set Overlap Metrics
	Recall:  0.7397
	Precision:  0.8250
	F1 Score:  0.7691
Relation Edit Distance Metrics:
	Overall Average:  0.2737
		2-Hop:  0.2390
		4-Hop:  0.4078
		3-Hop:  0.2933

Score for iteration 4400
Answer Metrics
	Hits@1:  0.8503
	Hits@3:  0.9261
	Hits@5:  0.9486
	Hits@10:  0.9704
	Hits@20:  0.9833
	MRR:  0.8937
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8753
		MRR:  0.9138
	4-Hop
		Hits@1:  0.8547
		MRR:  0.9041
	3-Hop
		Hits@1:  0.7950
		MRR:  0.8463
Valid Action Count at Each Step
	Overall Average: 39.3808
		Step 1: 20.9075
		Step 2: 44.3148
		Step 3: 42.4463
		Step 4: 49.8547
Entropy Metrics
	Question Entropy:  0.0787
	Path Entropy:  0.3148
		Step 1:  0.0351
		Step 2:  0.0690
		Step 3:  0.0659
		Step 4:  0.1448
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4590
	Restart Rate:  0.0000
	No-Op Rate:  0.4590
	Cycle Rate:  0.0157
	Backtrack Rate:  0.0000
	Unique Edges:  2.1639
	Redundancy:  0.0013
	Avg Segment Hops:  2.1639
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0219
	F1 Score:  0.0428
GT-Edge Overlap Metrics
	Recall:  0.6180
	Precision:  0.6490
	F1 Score:  0.6276
Node-Set Overlap Metrics
	Recall:  0.8329
	Precision:  0.9229
	F1 Score:  0.8686
Path Edit Distance Metrics:
	Overall Average:  0.3999
		2-Hop:  0.3258
		4-Hop:  0.6089
		3-Hop:  0.4729
Relation-Set Overlap Metrics
	Recall:  0.7246
	Precision:  0.8178
	F1 Score:  0.7559
Relation Edit Distance Metrics:
	Overall Average:  0.2979
		2-Hop:  0.2433
		4-Hop:  0.4246
		3-Hop:  0.3629

Score for iteration 4500
Answer Metrics
	Hits@1:  0.8862
	Hits@3:  0.9486
	Hits@5:  0.9608
	Hits@10:  0.9743
	Hits@20:  0.9801
	MRR:  0.9208
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8881
		MRR:  0.9231
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9223
	3-Hop
		Hits@1:  0.8838
		MRR:  0.9154
Valid Action Count at Each Step
	Overall Average: 40.8409
		Step 1: 20.9075
		Step 2: 43.7952
		Step 3: 45.9917
		Step 4: 52.6693
Entropy Metrics
	Question Entropy:  0.0757
	Path Entropy:  0.3029
		Step 1:  0.0342
		Step 2:  0.0706
		Step 3:  0.0844
		Step 4:  0.1138
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4181
	Restart Rate:  0.0000
	No-Op Rate:  0.4181
	Cycle Rate:  0.0254
	Backtrack Rate:  0.0000
	Unique Edges:  2.3239
	Redundancy:  0.0010
	Avg Segment Hops:  2.3278
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0229
	F1 Score:  0.0445
GT-Edge Overlap Metrics
	Recall:  0.6655
	Precision:  0.6758
	F1 Score:  0.6663
Node-Set Overlap Metrics
	Recall:  0.8639
	Precision:  0.9255
	F1 Score:  0.8877
Path Edit Distance Metrics:
	Overall Average:  0.3613
		2-Hop:  0.2967
		4-Hop:  0.5712
		3-Hop:  0.4136
Relation-Set Overlap Metrics
	Recall:  0.7622
	Precision:  0.8177
	F1 Score:  0.7789
Relation Edit Distance Metrics:
	Overall Average:  0.2721
		2-Hop:  0.2295
		4-Hop:  0.4008
		3-Hop:  0.3106

Score for iteration 4600
Answer Metrics
	Hits@1:  0.8387
	Hits@3:  0.9402
	Hits@5:  0.9608
	Hits@10:  0.9756
	Hits@20:  0.9826
	MRR:  0.8934
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8390
		MRR:  0.8972
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9091
	3-Hop
		Hits@1:  0.8223
		MRR:  0.8787
Valid Action Count at Each Step
	Overall Average: 40.3069
		Step 1: 20.9075
		Step 2: 44.8801
		Step 3: 46.2303
		Step 4: 49.2097
Entropy Metrics
	Question Entropy:  0.0753
	Path Entropy:  0.3011
		Step 1:  0.0308
		Step 2:  0.0703
		Step 3:  0.0883
		Step 4:  0.1116
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4407
	Restart Rate:  0.0000
	No-Op Rate:  0.4407
	Cycle Rate:  0.0133
	Backtrack Rate:  0.0000
	Unique Edges:  2.2333
	Redundancy:  0.0017
	Avg Segment Hops:  2.2371
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0251
	F1 Score:  0.0488
GT-Edge Overlap Metrics
	Recall:  0.6377
	Precision:  0.6612
	F1 Score:  0.6452
Node-Set Overlap Metrics
	Recall:  0.8443
	Precision:  0.9168
	F1 Score:  0.8727
Path Edit Distance Metrics:
	Overall Average:  0.3737
		2-Hop:  0.3159
		4-Hop:  0.5782
		3-Hop:  0.4136
Relation-Set Overlap Metrics
	Recall:  0.7412
	Precision:  0.8237
	F1 Score:  0.7695
Relation Edit Distance Metrics:
	Overall Average:  0.2772
		2-Hop:  0.2415
		4-Hop:  0.3953
		3-Hop:  0.3054

Score for iteration 4700
Answer Metrics
	Hits@1:  0.8760
	Hits@3:  0.9531
	Hits@5:  0.9634
	Hits@10:  0.9814
	Hits@20:  0.9884
	MRR:  0.9167
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8817
		MRR:  0.9219
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9351
	3-Hop
		Hits@1:  0.8519
		MRR:  0.8983
Valid Action Count at Each Step
	Overall Average: 43.8005
		Step 1: 20.9075
		Step 2: 48.1613
		Step 3: 50.4709
		Step 4: 55.6622
Entropy Metrics
	Question Entropy:  0.0798
	Path Entropy:  0.3191
		Step 1:  0.0357
		Step 2:  0.0710
		Step 3:  0.0824
		Step 4:  0.1301
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4470
	Restart Rate:  0.0000
	No-Op Rate:  0.4470
	Cycle Rate:  0.0138
	Backtrack Rate:  0.0000
	Unique Edges:  2.2121
	Redundancy:  0.0006
	Avg Segment Hops:  2.2121
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0234
	F1 Score:  0.0456
GT-Edge Overlap Metrics
	Recall:  0.6448
	Precision:  0.6685
	F1 Score:  0.6526
Node-Set Overlap Metrics
	Recall:  0.8500
	Precision:  0.9278
	F1 Score:  0.8812
Path Edit Distance Metrics:
	Overall Average:  0.3684
		2-Hop:  0.2970
		4-Hop:  0.5950
		3-Hop:  0.4286
Relation-Set Overlap Metrics
	Recall:  0.7518
	Precision:  0.8344
	F1 Score:  0.7802
Relation Edit Distance Metrics:
	Overall Average:  0.2682
		2-Hop:  0.2194
		4-Hop:  0.4092
		3-Hop:  0.3147

Score for iteration 4800
Answer Metrics
	Hits@1:  0.8593
	Hits@3:  0.9428
	Hits@5:  0.9634
	Hits@10:  0.9769
	Hits@20:  0.9897
	MRR:  0.9047
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8657
		MRR:  0.9107
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9365
	3-Hop
		Hits@1:  0.8223
		MRR:  0.8789
Valid Action Count at Each Step
	Overall Average: 39.2315
		Step 1: 20.9075
		Step 2: 40.7148
		Step 3: 45.0204
		Step 4: 50.2835
Entropy Metrics
	Question Entropy:  0.0642
	Path Entropy:  0.2566
		Step 1:  0.0334
		Step 2:  0.0649
		Step 3:  0.0725
		Step 4:  0.0858
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4688
	Restart Rate:  0.0000
	No-Op Rate:  0.4688
	Cycle Rate:  0.0014
	Backtrack Rate:  0.0000
	Unique Edges:  2.1240
	Redundancy:  0.0021
	Avg Segment Hops:  2.1247
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0238
	F1 Score:  0.0464
GT-Edge Overlap Metrics
	Recall:  0.6354
	Precision:  0.6712
	F1 Score:  0.6489
Node-Set Overlap Metrics
	Recall:  0.8390
	Precision:  0.9285
	F1 Score:  0.8747
Path Edit Distance Metrics:
	Overall Average:  0.3676
		2-Hop:  0.2970
		4-Hop:  0.5852
		3-Hop:  0.4298
Relation-Set Overlap Metrics
	Recall:  0.7409
	Precision:  0.8437
	F1 Score:  0.7779
Relation Edit Distance Metrics:
	Overall Average:  0.2646
		2-Hop:  0.2159
		4-Hop:  0.3980
		3-Hop:  0.3142

Score for iteration 4900
Answer Metrics
	Hits@1:  0.8522
	Hits@3:  0.9447
	Hits@5:  0.9621
	Hits@10:  0.9743
	Hits@20:  0.9878
	MRR:  0.9017
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8625
		MRR:  0.9104
	4-Hop
		Hits@1:  0.9274
		MRR:  0.9411
	3-Hop
		Hits@1:  0.7995
		MRR:  0.8670
Valid Action Count at Each Step
	Overall Average: 42.5874
		Step 1: 20.9075
		Step 2: 45.6532
		Step 3: 49.4896
		Step 4: 54.2991
Entropy Metrics
	Question Entropy:  0.0662
	Path Entropy:  0.2648
		Step 1:  0.0333
		Step 2:  0.0676
		Step 3:  0.0624
		Step 4:  0.1016
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4494
	Restart Rate:  0.0000
	No-Op Rate:  0.4494
	Cycle Rate:  0.0059
	Backtrack Rate:  0.0000
	Unique Edges:  2.2024
	Redundancy:  0.0006
	Avg Segment Hops:  2.2024
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0214
	F1 Score:  0.0418
GT-Edge Overlap Metrics
	Recall:  0.6406
	Precision:  0.6632
	F1 Score:  0.6476
Node-Set Overlap Metrics
	Recall:  0.8460
	Precision:  0.9209
	F1 Score:  0.8756
Path Edit Distance Metrics:
	Overall Average:  0.3755
		2-Hop:  0.3048
		4-Hop:  0.5670
		3-Hop:  0.4486
Relation-Set Overlap Metrics
	Recall:  0.7458
	Precision:  0.8268
	F1 Score:  0.7732
Relation Edit Distance Metrics:
	Overall Average:  0.2755
		2-Hop:  0.2250
		4-Hop:  0.3813
		3-Hop:  0.3404

Score for iteration 5000
Answer Metrics
	Hits@1:  0.8625
	Hits@3:  0.9447
	Hits@5:  0.9569
	Hits@10:  0.9743
	Hits@20:  0.9884
	MRR:  0.9062
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8518
		MRR:  0.9000
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9397
	3-Hop
		Hits@1:  0.8633
		MRR:  0.9057
Valid Action Count at Each Step
	Overall Average: 43.0257
		Step 1: 20.9075
		Step 2: 47.7585
		Step 3: 50.0639
		Step 4: 53.3730
Entropy Metrics
	Question Entropy:  0.0667
	Path Entropy:  0.2669
		Step 1:  0.0225
		Step 2:  0.0610
		Step 3:  0.0704
		Step 4:  0.1131
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4250
	Restart Rate:  0.0000
	No-Op Rate:  0.4250
	Cycle Rate:  0.0084
	Backtrack Rate:  0.0000
	Unique Edges:  2.2950
	Redundancy:  0.0019
	Avg Segment Hops:  2.3001
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0235
	F1 Score:  0.0458
GT-Edge Overlap Metrics
	Recall:  0.6443
	Precision:  0.6597
	F1 Score:  0.6482
Node-Set Overlap Metrics
	Recall:  0.8514
	Precision:  0.9093
	F1 Score:  0.8734
Path Edit Distance Metrics:
	Overall Average:  0.3708
		2-Hop:  0.3077
		4-Hop:  0.5615
		3-Hop:  0.4279
Relation-Set Overlap Metrics
	Recall:  0.7512
	Precision:  0.8241
	F1 Score:  0.7759
Relation Edit Distance Metrics:
	Overall Average:  0.2709
		2-Hop:  0.2320
		4-Hop:  0.3785
		3-Hop:  0.3104

Score for iteration 5100
Answer Metrics
	Hits@1:  0.8541
	Hits@3:  0.9492
	Hits@5:  0.9634
	Hits@10:  0.9788
	Hits@20:  0.9904
	MRR:  0.9040
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8657
		MRR:  0.9137
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9290
	3-Hop
		Hits@1:  0.8087
		MRR:  0.8732
Valid Action Count at Each Step
	Overall Average: 44.8471
		Step 1: 20.9075
		Step 2: 50.6687
		Step 3: 52.6055
		Step 4: 55.2068
Entropy Metrics
	Question Entropy:  0.0636
	Path Entropy:  0.2545
		Step 1:  0.0356
		Step 2:  0.0563
		Step 3:  0.0483
		Step 4:  0.1142
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4693
	Restart Rate:  0.0000
	No-Op Rate:  0.4693
	Cycle Rate:  0.0079
	Backtrack Rate:  0.0000
	Unique Edges:  2.1228
	Redundancy:  0.0045
	Avg Segment Hops:  2.1228
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9961
	Precision:  0.0235
	F1 Score:  0.0457
GT-Edge Overlap Metrics
	Recall:  0.6021
	Precision:  0.6354
	F1 Score:  0.6141
Node-Set Overlap Metrics
	Recall:  0.8259
	Precision:  0.9225
	F1 Score:  0.8644
Path Edit Distance Metrics:
	Overall Average:  0.4080
		2-Hop:  0.3262
		4-Hop:  0.6047
		3-Hop:  0.5025
Relation-Set Overlap Metrics
	Recall:  0.7142
	Precision:  0.8134
	F1 Score:  0.7491
Relation Edit Distance Metrics:
	Overall Average:  0.2996
		2-Hop:  0.2400
		4-Hop:  0.4260
		3-Hop:  0.3757

Score for iteration 5200
Answer Metrics
	Hits@1:  0.8638
	Hits@3:  0.9518
	Hits@5:  0.9685
	Hits@10:  0.9781
	Hits@20:  0.9897
	MRR:  0.9106
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8731
		MRR:  0.9173
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9286
	3-Hop
		Hits@1:  0.8292
		MRR:  0.8890
Valid Action Count at Each Step
	Overall Average: 46.4282
		Step 1: 20.9075
		Step 2: 55.9071
		Step 3: 53.6490
		Step 4: 55.2492
Entropy Metrics
	Question Entropy:  0.0573
	Path Entropy:  0.2290
		Step 1:  0.0312
		Step 2:  0.0658
		Step 3:  0.0469
		Step 4:  0.0851
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4518
	Restart Rate:  0.0000
	No-Op Rate:  0.4518
	Cycle Rate:  0.0197
	Backtrack Rate:  0.0000
	Unique Edges:  2.1915
	Redundancy:  0.0016
	Avg Segment Hops:  2.1928
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0250
	F1 Score:  0.0486
GT-Edge Overlap Metrics
	Recall:  0.6068
	Precision:  0.6286
	F1 Score:  0.6133
Node-Set Overlap Metrics
	Recall:  0.8308
	Precision:  0.9173
	F1 Score:  0.8653
Path Edit Distance Metrics:
	Overall Average:  0.4079
		2-Hop:  0.3261
		4-Hop:  0.5950
		3-Hop:  0.5063
Relation-Set Overlap Metrics
	Recall:  0.7171
	Precision:  0.8018
	F1 Score:  0.7460
Relation Edit Distance Metrics:
	Overall Average:  0.3053
		2-Hop:  0.2498
		4-Hop:  0.4120
		3-Hop:  0.3804

Score for iteration 5300
Answer Metrics
	Hits@1:  0.8927
	Hits@3:  0.9614
	Hits@5:  0.9724
	Hits@10:  0.9826
	Hits@20:  0.9904
	MRR:  0.9298
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8955
		MRR:  0.9335
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9329
	3-Hop
		Hits@1:  0.8838
		MRR:  0.9207
Valid Action Count at Each Step
	Overall Average: 45.3820
		Step 1: 20.9075
		Step 2: 52.6161
		Step 3: 51.9642
		Step 4: 56.0404
Entropy Metrics
	Question Entropy:  0.0584
	Path Entropy:  0.2336
		Step 1:  0.0249
		Step 2:  0.0631
		Step 3:  0.0569
		Step 4:  0.0887
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4211
	Restart Rate:  0.0000
	No-Op Rate:  0.4211
	Cycle Rate:  0.0291
	Backtrack Rate:  0.0000
	Unique Edges:  2.3156
	Redundancy:  0.0006
	Avg Segment Hops:  2.3156
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0238
	F1 Score:  0.0463
GT-Edge Overlap Metrics
	Recall:  0.6562
	Precision:  0.6611
	F1 Score:  0.6542
Node-Set Overlap Metrics
	Recall:  0.8601
	Precision:  0.9274
	F1 Score:  0.8866
Path Edit Distance Metrics:
	Overall Average:  0.3723
		2-Hop:  0.2953
		4-Hop:  0.5894
		3-Hop:  0.4482
Relation-Set Overlap Metrics
	Recall:  0.7594
	Precision:  0.8168
	F1 Score:  0.7760
Relation Edit Distance Metrics:
	Overall Average:  0.2759
		2-Hop:  0.2217
		4-Hop:  0.4050
		3-Hop:  0.3390

Score for iteration 5400
Answer Metrics
	Hits@1:  0.8477
	Hits@3:  0.9544
	Hits@5:  0.9692
	Hits@10:  0.9833
	Hits@20:  0.9904
	MRR:  0.9035
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8593
		MRR:  0.9109
	3-Hop
		Hits@1:  0.8292
		MRR:  0.8906
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8960
Valid Action Count at Each Step
	Overall Average: 38.9597
		Step 1: 20.9075
		Step 2: 42.9919
		Step 3: 45.0137
		Step 4: 46.9259
Entropy Metrics
	Question Entropy:  0.0601
	Path Entropy:  0.2405
		Step 1:  0.0279
		Step 2:  0.0619
		Step 3:  0.0484
		Step 4:  0.1022
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4557
	Restart Rate:  0.0000
	No-Op Rate:  0.4557
	Cycle Rate:  0.0062
	Backtrack Rate:  0.0000
	Unique Edges:  2.1761
	Redundancy:  0.0016
	Avg Segment Hops:  2.1774
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9955
	Precision:  0.0240
	F1 Score:  0.0466
GT-Edge Overlap Metrics
	Recall:  0.6425
	Precision:  0.6797
	F1 Score:  0.6561
Node-Set Overlap Metrics
	Recall:  0.8449
	Precision:  0.9297
	F1 Score:  0.8791
Path Edit Distance Metrics:
	Overall Average:  0.3625
		2-Hop:  0.2945
		4-Hop:  0.5684
		3-Hop:  0.4239
Relation-Set Overlap Metrics
	Recall:  0.7449
	Precision:  0.8433
	F1 Score:  0.7803
Relation Edit Distance Metrics:
	Overall Average:  0.2650
		2-Hop:  0.2206
		4-Hop:  0.3911
		3-Hop:  0.3087

Score for iteration 5500
Answer Metrics
	Hits@1:  0.8580
	Hits@3:  0.9441
	Hits@5:  0.9653
	Hits@10:  0.9788
	Hits@20:  0.9878
	MRR:  0.9049
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8667
		MRR:  0.9130
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9204
	3-Hop
		Hits@1:  0.8292
		MRR:  0.8810
Valid Action Count at Each Step
	Overall Average: 38.7889
		Step 1: 20.9075
		Step 2: 44.0038
		Step 3: 44.4087
		Step 4: 45.8356
Entropy Metrics
	Question Entropy:  0.0589
	Path Entropy:  0.2355
		Step 1:  0.0295
		Step 2:  0.0656
		Step 3:  0.0489
		Step 4:  0.0914
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4630
	Restart Rate:  0.0000
	No-Op Rate:  0.4630
	Cycle Rate:  0.0032
	Backtrack Rate:  0.0000
	Unique Edges:  2.1478
	Redundancy:  0.0013
	Avg Segment Hops:  2.1478
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0235
	F1 Score:  0.0458
GT-Edge Overlap Metrics
	Recall:  0.6409
	Precision:  0.6809
	F1 Score:  0.6556
Node-Set Overlap Metrics
	Recall:  0.8447
	Precision:  0.9332
	F1 Score:  0.8801
Path Edit Distance Metrics:
	Overall Average:  0.3633
		2-Hop:  0.2956
		4-Hop:  0.5754
		3-Hop:  0.4214
Relation-Set Overlap Metrics
	Recall:  0.7427
	Precision:  0.8460
	F1 Score:  0.7795
Relation Edit Distance Metrics:
	Overall Average:  0.2646
		2-Hop:  0.2217
		4-Hop:  0.3883
		3-Hop:  0.3058

Score for iteration 5600
Answer Metrics
	Hits@1:  0.8760
	Hits@3:  0.9531
	Hits@5:  0.9698
	Hits@10:  0.9801
	Hits@20:  0.9884
	MRR:  0.9176
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8774
		MRR:  0.9210
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9285
	3-Hop
		Hits@1:  0.8633
		MRR:  0.9059
Valid Action Count at Each Step
	Overall Average: 39.3705
		Step 1: 20.9075
		Step 2: 44.0503
		Step 3: 45.3773
		Step 4: 47.1469
Entropy Metrics
	Question Entropy:  0.0611
	Path Entropy:  0.2443
		Step 1:  0.0225
		Step 2:  0.0528
		Step 3:  0.0572
		Step 4:  0.1118
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4385
	Restart Rate:  0.0000
	No-Op Rate:  0.4385
	Cycle Rate:  0.0077
	Backtrack Rate:  0.0000
	Unique Edges:  2.2449
	Redundancy:  0.0010
	Avg Segment Hops:  2.2461
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0234
	F1 Score:  0.0455
GT-Edge Overlap Metrics
	Recall:  0.6486
	Precision:  0.6686
	F1 Score:  0.6547
Node-Set Overlap Metrics
	Recall:  0.8552
	Precision:  0.9240
	F1 Score:  0.8821
Path Edit Distance Metrics:
	Overall Average:  0.3625
		2-Hop:  0.3039
		4-Hop:  0.5922
		3-Hop:  0.3941
Relation-Set Overlap Metrics
	Recall:  0.7555
	Precision:  0.8372
	F1 Score:  0.7831
Relation Edit Distance Metrics:
	Overall Average:  0.2617
		2-Hop:  0.2219
		4-Hop:  0.4064
		3-Hop:  0.2878

Score for iteration 5700
Answer Metrics
	Hits@1:  0.8290
	Hits@3:  0.9447
	Hits@5:  0.9608
	Hits@10:  0.9743
	Hits@20:  0.9846
	MRR:  0.8892
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8316
		MRR:  0.8939
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9200
	3-Hop
		Hits@1:  0.8018
		MRR:  0.8667
Valid Action Count at Each Step
	Overall Average: 37.3069
		Step 1: 20.9075
		Step 2: 42.1999
		Step 3: 42.9090
		Step 4: 43.2112
Entropy Metrics
	Question Entropy:  0.0568
	Path Entropy:  0.2271
		Step 1:  0.0272
		Step 2:  0.0707
		Step 3:  0.0542
		Step 4:  0.0750
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4733
	Restart Rate:  0.0000
	No-Op Rate:  0.4733
	Cycle Rate:  0.0028
	Backtrack Rate:  0.0000
	Unique Edges:  2.1067
	Redundancy:  0.0026
	Avg Segment Hops:  2.1067
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0226
	F1 Score:  0.0442
GT-Edge Overlap Metrics
	Recall:  0.6279
	Precision:  0.6859
	F1 Score:  0.6487
Node-Set Overlap Metrics
	Recall:  0.8355
	Precision:  0.9349
	F1 Score:  0.8752
Path Edit Distance Metrics:
	Overall Average:  0.3759
		2-Hop:  0.3186
		4-Hop:  0.5796
		3-Hop:  0.4153
Relation-Set Overlap Metrics
	Recall:  0.7243
	Precision:  0.8435
	F1 Score:  0.7664
Relation Edit Distance Metrics:
	Overall Average:  0.2822
		2-Hop:  0.2465
		4-Hop:  0.4036
		3-Hop:  0.3090

Score for iteration 5800
Answer Metrics
	Hits@1:  0.8798
	Hits@3:  0.9557
	Hits@5:  0.9743
	Hits@10:  0.9852
	Hits@20:  0.9904
	MRR:  0.9218
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8753
		MRR:  0.9197
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9385
	3-Hop
		Hits@1:  0.8747
		MRR:  0.9194
Valid Action Count at Each Step
	Overall Average: 40.4294
		Step 1: 20.9075
		Step 2: 44.7269
		Step 3: 46.4116
		Step 4: 49.6717
Entropy Metrics
	Question Entropy:  0.0603
	Path Entropy:  0.2411
		Step 1:  0.0225
		Step 2:  0.0458
		Step 3:  0.0572
		Step 4:  0.1157
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4434
	Restart Rate:  0.0000
	No-Op Rate:  0.4434
	Cycle Rate:  0.0074
	Backtrack Rate:  0.0000
	Unique Edges:  2.2256
	Redundancy:  0.0034
	Avg Segment Hops:  2.2262
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9955
	Precision:  0.0238
	F1 Score:  0.0462
GT-Edge Overlap Metrics
	Recall:  0.6567
	Precision:  0.6818
	F1 Score:  0.6652
Node-Set Overlap Metrics
	Recall:  0.8564
	Precision:  0.9284
	F1 Score:  0.8846
Path Edit Distance Metrics:
	Overall Average:  0.3518
		2-Hop:  0.2895
		4-Hop:  0.5698
		3-Hop:  0.3958
Relation-Set Overlap Metrics
	Recall:  0.7601
	Precision:  0.8443
	F1 Score:  0.7895
Relation Edit Distance Metrics:
	Overall Average:  0.2546
		2-Hop:  0.2146
		4-Hop:  0.3841
		3-Hop:  0.2870

Score for iteration 5900
Answer Metrics
	Hits@1:  0.8959
	Hits@3:  0.9589
	Hits@5:  0.9711
	Hits@10:  0.9801
	Hits@20:  0.9878
	MRR:  0.9293
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8977
		MRR:  0.9321
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9267
	3-Hop
		Hits@1:  0.8929
		MRR:  0.9246
Valid Action Count at Each Step
	Overall Average: 41.7467
		Step 1: 20.9075
		Step 2: 48.8159
		Step 3: 47.5857
		Step 4: 49.6777
Entropy Metrics
	Question Entropy:  0.0598
	Path Entropy:  0.2391
		Step 1:  0.0268
		Step 2:  0.0492
		Step 3:  0.0541
		Step 4:  0.1090
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4407
	Restart Rate:  0.0000
	No-Op Rate:  0.4407
	Cycle Rate:  0.0074
	Backtrack Rate:  0.0000
	Unique Edges:  2.2371
	Redundancy:  0.0006
	Avg Segment Hops:  2.2371
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0233
	F1 Score:  0.0454
GT-Edge Overlap Metrics
	Recall:  0.6664
	Precision:  0.6921
	F1 Score:  0.6752
Node-Set Overlap Metrics
	Recall:  0.8614
	Precision:  0.9311
	F1 Score:  0.8891
Path Edit Distance Metrics:
	Overall Average:  0.3418
		2-Hop:  0.2696
		4-Hop:  0.5852
		3-Hop:  0.3969
Relation-Set Overlap Metrics
	Recall:  0.7707
	Precision:  0.8511
	F1 Score:  0.7986
Relation Edit Distance Metrics:
	Overall Average:  0.2435
		2-Hop:  0.1944
		4-Hop:  0.3925
		3-Hop:  0.2876

Score for iteration 6000
Answer Metrics
	Hits@1:  0.8650
	Hits@3:  0.9479
	Hits@5:  0.9692
	Hits@10:  0.9788
	Hits@20:  0.9859
	MRR:  0.9112
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8742
		MRR:  0.9189
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9263
	3-Hop
		Hits@1:  0.8337
		MRR:  0.8885
Valid Action Count at Each Step
	Overall Average: 42.9066
		Step 1: 20.9075
		Step 2: 50.7195
		Step 3: 47.9837
		Step 4: 52.0158
Entropy Metrics
	Question Entropy:  0.0606
	Path Entropy:  0.2426
		Step 1:  0.0252
		Step 2:  0.0533
		Step 3:  0.0596
		Step 4:  0.1044
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4622
	Restart Rate:  0.0000
	No-Op Rate:  0.4622
	Cycle Rate:  0.0067
	Backtrack Rate:  0.0000
	Unique Edges:  2.1504
	Redundancy:  0.0047
	Avg Segment Hops:  2.1510
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0242
	F1 Score:  0.0472
GT-Edge Overlap Metrics
	Recall:  0.6277
	Precision:  0.6643
	F1 Score:  0.6417
Node-Set Overlap Metrics
	Recall:  0.8369
	Precision:  0.9255
	F1 Score:  0.8726
Path Edit Distance Metrics:
	Overall Average:  0.3772
		2-Hop:  0.2937
		4-Hop:  0.5964
		3-Hop:  0.4664
Relation-Set Overlap Metrics
	Recall:  0.7367
	Precision:  0.8339
	F1 Score:  0.7719
Relation Edit Distance Metrics:
	Overall Average:  0.2727
		2-Hop:  0.2160
		4-Hop:  0.4036
		3-Hop:  0.3405

Score for iteration 6100
Answer Metrics
	Hits@1:  0.8779
	Hits@3:  0.9537
	Hits@5:  0.9711
	Hits@10:  0.9814
	Hits@20:  0.9910
	MRR:  0.9198
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8881
		MRR:  0.9272
	4-Hop
		Hits@1:  0.9106
		MRR:  0.9397
	3-Hop
		Hits@1:  0.8428
		MRR:  0.8961
Valid Action Count at Each Step
	Overall Average: 41.5229
		Step 1: 20.9075
		Step 2: 48.2973
		Step 3: 45.1765
		Step 4: 51.7103
Entropy Metrics
	Question Entropy:  0.0653
	Path Entropy:  0.2610
		Step 1:  0.0329
		Step 2:  0.0499
		Step 3:  0.0639
		Step 4:  0.1143
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4479
	Restart Rate:  0.0000
	No-Op Rate:  0.4479
	Cycle Rate:  0.0137
	Backtrack Rate:  0.0000
	Unique Edges:  2.2082
	Redundancy:  0.0006
	Avg Segment Hops:  2.2082
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0228
	F1 Score:  0.0444
GT-Edge Overlap Metrics
	Recall:  0.6370
	Precision:  0.6613
	F1 Score:  0.6451
Node-Set Overlap Metrics
	Recall:  0.8471
	Precision:  0.9258
	F1 Score:  0.8786
Path Edit Distance Metrics:
	Overall Average:  0.3777
		2-Hop:  0.2944
		4-Hop:  0.5936
		3-Hop:  0.4675
Relation-Set Overlap Metrics
	Recall:  0.7450
	Precision:  0.8283
	F1 Score:  0.7738
Relation Edit Distance Metrics:
	Overall Average:  0.2749
		2-Hop:  0.2182
		4-Hop:  0.4008
		3-Hop:  0.3447

Score for iteration 6200
Answer Metrics
	Hits@1:  0.8676
	Hits@3:  0.9505
	Hits@5:  0.9666
	Hits@10:  0.9762
	Hits@20:  0.9878
	MRR:  0.9111
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8657
		MRR:  0.9131
	4-Hop
		Hits@1:  0.8659
		MRR:  0.9058
	3-Hop
		Hits@1:  0.8724
		MRR:  0.9092
Valid Action Count at Each Step
	Overall Average: 37.8288
		Step 1: 20.9075
		Step 2: 42.3435
		Step 3: 40.8299
		Step 4: 47.2342
Entropy Metrics
	Question Entropy:  0.0559
	Path Entropy:  0.2235
		Step 1:  0.0281
		Step 2:  0.0531
		Step 3:  0.0533
		Step 4:  0.0890
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4436
	Restart Rate:  0.0000
	No-Op Rate:  0.4436
	Cycle Rate:  0.0086
	Backtrack Rate:  0.0000
	Unique Edges:  2.2249
	Redundancy:  0.0047
	Avg Segment Hops:  2.2256
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0234
	F1 Score:  0.0455
GT-Edge Overlap Metrics
	Recall:  0.6603
	Precision:  0.6857
	F1 Score:  0.6691
Node-Set Overlap Metrics
	Recall:  0.8565
	Precision:  0.9296
	F1 Score:  0.8852
Path Edit Distance Metrics:
	Overall Average:  0.3478
		2-Hop:  0.2902
		4-Hop:  0.5433
		3-Hop:  0.3910
Relation-Set Overlap Metrics
	Recall:  0.7513
	Precision:  0.8316
	F1 Score:  0.7795
Relation Edit Distance Metrics:
	Overall Average:  0.2611
		2-Hop:  0.2205
		4-Hop:  0.3953
		3-Hop:  0.2933

Score for iteration 6300
Answer Metrics
	Hits@1:  0.8644
	Hits@3:  0.9512
	Hits@5:  0.9653
	Hits@10:  0.9781
	Hits@20:  0.9884
	MRR:  0.9100
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8667
		MRR:  0.9125
	4-Hop
		Hits@1:  0.8659
		MRR:  0.9077
	3-Hop
		Hits@1:  0.8588
		MRR:  0.9053
Valid Action Count at Each Step
	Overall Average: 47.0050
		Step 1: 20.9075
		Step 2: 57.6405
		Step 3: 51.1770
		Step 4: 58.2953
Entropy Metrics
	Question Entropy:  0.0556
	Path Entropy:  0.2222
		Step 1:  0.0263
		Step 2:  0.0549
		Step 3:  0.0495
		Step 4:  0.0915
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4383
	Restart Rate:  0.0000
	No-Op Rate:  0.4383
	Cycle Rate:  0.0273
	Backtrack Rate:  0.0000
	Unique Edges:  2.2404
	Redundancy:  0.0022
	Avg Segment Hops:  2.2468
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0230
	F1 Score:  0.0447
GT-Edge Overlap Metrics
	Recall:  0.6264
	Precision:  0.6394
	F1 Score:  0.6283
Node-Set Overlap Metrics
	Recall:  0.8393
	Precision:  0.9183
	F1 Score:  0.8706
Path Edit Distance Metrics:
	Overall Average:  0.4000
		2-Hop:  0.3244
		4-Hop:  0.6173
		3-Hop:  0.4730
Relation-Set Overlap Metrics
	Recall:  0.7335
	Precision:  0.8058
	F1 Score:  0.7560
Relation Edit Distance Metrics:
	Overall Average:  0.2994
		2-Hop:  0.2449
		4-Hop:  0.4260
		3-Hop:  0.3643

Score for iteration 6400
Answer Metrics
	Hits@1:  0.8650
	Hits@3:  0.9441
	Hits@5:  0.9576
	Hits@10:  0.9737
	Hits@20:  0.9807
	MRR:  0.9076
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8561
		MRR:  0.9032
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9131
	3-Hop
		Hits@1:  0.8793
		MRR:  0.9148
Valid Action Count at Each Step
	Overall Average: 43.2607
		Step 1: 20.9075
		Step 2: 49.1267
		Step 3: 47.2298
		Step 4: 55.7789
Entropy Metrics
	Question Entropy:  0.0530
	Path Entropy:  0.2119
		Step 1:  0.0186
		Step 2:  0.0469
		Step 3:  0.0509
		Step 4:  0.0955
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4028
	Restart Rate:  0.0000
	No-Op Rate:  0.4028
	Cycle Rate:  0.0287
	Backtrack Rate:  0.0000
	Unique Edges:  2.3830
	Redundancy:  0.0016
	Avg Segment Hops:  2.3888
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9865
	Precision:  0.0217
	F1 Score:  0.0423
GT-Edge Overlap Metrics
	Recall:  0.6595
	Precision:  0.6644
	F1 Score:  0.6577
Node-Set Overlap Metrics
	Recall:  0.8641
	Precision:  0.9161
	F1 Score:  0.8838
Path Edit Distance Metrics:
	Overall Average:  0.3663
		2-Hop:  0.3187
		4-Hop:  0.5405
		3-Hop:  0.3971
Relation-Set Overlap Metrics
	Recall:  0.7641
	Precision:  0.8188
	F1 Score:  0.7803
Relation Edit Distance Metrics:
	Overall Average:  0.2734
		2-Hop:  0.2442
		4-Hop:  0.3701
		3-Hop:  0.2963

Score for iteration 6500
Answer Metrics
	Hits@1:  0.8940
	Hits@3:  0.9537
	Hits@5:  0.9659
	Hits@10:  0.9781
	Hits@20:  0.9852
	MRR:  0.9267
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8977
		MRR:  0.9305
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9383
	3-Hop
		Hits@1:  0.8770
		MRR:  0.9140
Valid Action Count at Each Step
	Overall Average: 44.5836
		Step 1: 20.9075
		Step 2: 51.4637
		Step 3: 47.7779
		Step 4: 58.1853
Entropy Metrics
	Question Entropy:  0.0503
	Path Entropy:  0.2010
		Step 1:  0.0248
		Step 2:  0.0395
		Step 3:  0.0511
		Step 4:  0.0857
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4226
	Restart Rate:  0.0000
	No-Op Rate:  0.4226
	Cycle Rate:  0.0274
	Backtrack Rate:  0.0000
	Unique Edges:  2.3066
	Redundancy:  0.0014
	Avg Segment Hops:  2.3098
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0229
	F1 Score:  0.0445
GT-Edge Overlap Metrics
	Recall:  0.6601
	Precision:  0.6685
	F1 Score:  0.6601
Node-Set Overlap Metrics
	Recall:  0.8588
	Precision:  0.9277
	F1 Score:  0.8864
Path Edit Distance Metrics:
	Overall Average:  0.3686
		2-Hop:  0.2907
		4-Hop:  0.5601
		3-Hop:  0.4571
Relation-Set Overlap Metrics
	Recall:  0.7634
	Precision:  0.8220
	F1 Score:  0.7806
Relation Edit Distance Metrics:
	Overall Average:  0.2717
		2-Hop:  0.2142
		4-Hop:  0.3883
		3-Hop:  0.3472

Score for iteration 6600
Answer Metrics
	Hits@1:  0.8875
	Hits@3:  0.9544
	Hits@5:  0.9692
	Hits@10:  0.9839
	Hits@20:  0.9891
	MRR:  0.9246
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8902
		MRR:  0.9278
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9350
	3-Hop
		Hits@1:  0.8747
		MRR:  0.9137
Valid Action Count at Each Step
	Overall Average: 44.0492
		Step 1: 20.9075
		Step 2: 52.8483
		Step 3: 49.0554
		Step 4: 53.3856
Entropy Metrics
	Question Entropy:  0.0446
	Path Entropy:  0.1786
		Step 1:  0.0207
		Step 2:  0.0399
		Step 3:  0.0442
		Step 4:  0.0737
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4414
	Restart Rate:  0.0000
	No-Op Rate:  0.4414
	Cycle Rate:  0.0113
	Backtrack Rate:  0.0000
	Unique Edges:  2.2339
	Redundancy:  0.0008
	Avg Segment Hops:  2.2346
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0224
	F1 Score:  0.0437
GT-Edge Overlap Metrics
	Recall:  0.6558
	Precision:  0.6773
	F1 Score:  0.6627
Node-Set Overlap Metrics
	Recall:  0.8567
	Precision:  0.9305
	F1 Score:  0.8863
Path Edit Distance Metrics:
	Overall Average:  0.3578
		2-Hop:  0.2860
		4-Hop:  0.5587
		3-Hop:  0.4292
Relation-Set Overlap Metrics
	Recall:  0.7627
	Precision:  0.8448
	F1 Score:  0.7908
Relation Edit Distance Metrics:
	Overall Average:  0.2557
		2-Hop:  0.2058
		4-Hop:  0.3785
		3-Hop:  0.3121

Score for iteration 6700
Answer Metrics
	Hits@1:  0.8798
	Hits@3:  0.9512
	Hits@5:  0.9614
	Hits@10:  0.9769
	Hits@20:  0.9846
	MRR:  0.9180
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8710
		MRR:  0.9107
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9364
	3-Hop
		Hits@1:  0.8884
		MRR:  0.9260
Valid Action Count at Each Step
	Overall Average: 43.8298
		Step 1: 20.9075
		Step 2: 50.8821
		Step 3: 49.2825
		Step 4: 54.2471
Entropy Metrics
	Question Entropy:  0.0470
	Path Entropy:  0.1878
		Step 1:  0.0213
		Step 2:  0.0421
		Step 3:  0.0423
		Step 4:  0.0822
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4092
	Restart Rate:  0.0000
	No-Op Rate:  0.4092
	Cycle Rate:  0.0221
	Backtrack Rate:  0.0000
	Unique Edges:  2.3573
	Redundancy:  0.0015
	Avg Segment Hops:  2.3631
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0228
	F1 Score:  0.0443
GT-Edge Overlap Metrics
	Recall:  0.6615
	Precision:  0.6693
	F1 Score:  0.6612
Node-Set Overlap Metrics
	Recall:  0.8662
	Precision:  0.9185
	F1 Score:  0.8860
Path Edit Distance Metrics:
	Overall Average:  0.3618
		2-Hop:  0.3110
		4-Hop:  0.5321
		3-Hop:  0.4007
Relation-Set Overlap Metrics
	Recall:  0.7646
	Precision:  0.8244
	F1 Score:  0.7830
Relation Edit Distance Metrics:
	Overall Average:  0.2679
		2-Hop:  0.2350
		4-Hop:  0.3603
		3-Hop:  0.3007

Score for iteration 6800
Answer Metrics
	Hits@1:  0.8650
	Hits@3:  0.9434
	Hits@5:  0.9698
	Hits@10:  0.9814
	Hits@20:  0.9884
	MRR:  0.9088
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8753
		MRR:  0.9158
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9278
	3-Hop
		Hits@1:  0.8269
		MRR:  0.8860
Valid Action Count at Each Step
	Overall Average: 40.0590
		Step 1: 20.9075
		Step 2: 45.5775
		Step 3: 45.1324
		Step 4: 48.6186
Entropy Metrics
	Question Entropy:  0.0459
	Path Entropy:  0.1835
		Step 1:  0.0204
		Step 2:  0.0445
		Step 3:  0.0363
		Step 4:  0.0823
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4354
	Restart Rate:  0.0000
	No-Op Rate:  0.4354
	Cycle Rate:  0.0076
	Backtrack Rate:  0.0000
	Unique Edges:  2.2584
	Redundancy:  0.0006
	Avg Segment Hops:  2.2584
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0213
	F1 Score:  0.0416
GT-Edge Overlap Metrics
	Recall:  0.6534
	Precision:  0.6767
	F1 Score:  0.6608
Node-Set Overlap Metrics
	Recall:  0.8557
	Precision:  0.9221
	F1 Score:  0.8815
Path Edit Distance Metrics:
	Overall Average:  0.3577
		2-Hop:  0.3010
		4-Hop:  0.5517
		3-Hop:  0.3998
Relation-Set Overlap Metrics
	Recall:  0.7547
	Precision:  0.8350
	F1 Score:  0.7819
Relation Edit Distance Metrics:
	Overall Average:  0.2618
		2-Hop:  0.2209
		4-Hop:  0.3771
		3-Hop:  0.3022

Score for iteration 6900
Answer Metrics
	Hits@1:  0.7866
	Hits@3:  0.8882
	Hits@5:  0.9120
	Hits@10:  0.9409
	Hits@20:  0.9640
	MRR:  0.8455
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8582
		MRR:  0.9063
	4-Hop
		Hits@1:  0.5307
		MRR:  0.6167
	3-Hop
		Hits@1:  0.7380
		MRR:  0.8089
Valid Action Count at Each Step
	Overall Average: 41.9963
		Step 1: 20.9075
		Step 2: 47.4708
		Step 3: 47.0055
		Step 4: 52.6013
Entropy Metrics
	Question Entropy:  0.0431
	Path Entropy:  0.1724
		Step 1:  0.0161
		Step 2:  0.0380
		Step 3:  0.0407
		Step 4:  0.0776
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4259
	Restart Rate:  0.0000
	No-Op Rate:  0.4259
	Cycle Rate:  0.0192
	Backtrack Rate:  0.0000
	Unique Edges:  2.2943
	Redundancy:  0.0005
	Avg Segment Hops:  2.2963
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9839
	Precision:  0.0223
	F1 Score:  0.0435
GT-Edge Overlap Metrics
	Recall:  0.6519
	Precision:  0.6670
	F1 Score:  0.6548
Node-Set Overlap Metrics
	Recall:  0.8488
	Precision:  0.9130
	F1 Score:  0.8740
Path Edit Distance Metrics:
	Overall Average:  0.3698
		2-Hop:  0.2953
		4-Hop:  0.6089
		3-Hop:  0.4313
Relation-Set Overlap Metrics
	Recall:  0.7463
	Precision:  0.8136
	F1 Score:  0.7676
Relation Edit Distance Metrics:
	Overall Average:  0.2818
		2-Hop:  0.2252
		4-Hop:  0.4441
		3-Hop:  0.3366

Score for iteration 7000
Answer Metrics
	Hits@1:  0.8901
	Hits@3:  0.9524
	Hits@5:  0.9634
	Hits@10:  0.9781
	Hits@20:  0.9859
	MRR:  0.9239
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8870
		MRR:  0.9222
	4-Hop
		Hits@1:  0.9330
		MRR:  0.9494
	3-Hop
		Hits@1:  0.8793
		MRR:  0.9169
Valid Action Count at Each Step
	Overall Average: 39.4290
		Step 1: 20.9075
		Step 2: 44.1666
		Step 3: 44.0900
		Step 4: 48.5518
Entropy Metrics
	Question Entropy:  0.0440
	Path Entropy:  0.1761
		Step 1:  0.0143
		Step 2:  0.0320
		Step 3:  0.0385
		Step 4:  0.0915
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4361
	Restart Rate:  0.0000
	No-Op Rate:  0.4361
	Cycle Rate:  0.0039
	Backtrack Rate:  0.0000
	Unique Edges:  2.2558
	Redundancy:  0.0006
	Avg Segment Hops:  2.2558
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0209
	F1 Score:  0.0408
GT-Edge Overlap Metrics
	Recall:  0.6621
	Precision:  0.6851
	F1 Score:  0.6702
Node-Set Overlap Metrics
	Recall:  0.8618
	Precision:  0.9271
	F1 Score:  0.8877
Path Edit Distance Metrics:
	Overall Average:  0.3453
		2-Hop:  0.2932
		4-Hop:  0.5461
		3-Hop:  0.3747
Relation-Set Overlap Metrics
	Recall:  0.7666
	Precision:  0.8472
	F1 Score:  0.7948
Relation Edit Distance Metrics:
	Overall Average:  0.2459
		2-Hop:  0.2130
		4-Hop:  0.3575
		3-Hop:  0.2709

Score for iteration 7100
Answer Metrics
	Hits@1:  0.8850
	Hits@3:  0.9518
	Hits@5:  0.9672
	Hits@10:  0.9788
	Hits@20:  0.9852
	MRR:  0.9219
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8827
		MRR:  0.9197
	4-Hop
		Hits@1:  0.9218
		MRR:  0.9407
	3-Hop
		Hits@1:  0.8747
		MRR:  0.9190
Valid Action Count at Each Step
	Overall Average: 40.7572
		Step 1: 20.9075
		Step 2: 43.6422
		Step 3: 44.1179
		Step 4: 54.3612
Entropy Metrics
	Question Entropy:  0.0418
	Path Entropy:  0.1673
		Step 1:  0.0155
		Step 2:  0.0326
		Step 3:  0.0357
		Step 4:  0.0836
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4328
	Restart Rate:  0.0000
	No-Op Rate:  0.4328
	Cycle Rate:  0.0076
	Backtrack Rate:  0.0000
	Unique Edges:  2.2667
	Redundancy:  0.0011
	Avg Segment Hops:  2.2686
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0208
	F1 Score:  0.0406
GT-Edge Overlap Metrics
	Recall:  0.6588
	Precision:  0.6798
	F1 Score:  0.6657
Node-Set Overlap Metrics
	Recall:  0.8586
	Precision:  0.9233
	F1 Score:  0.8843
Path Edit Distance Metrics:
	Overall Average:  0.3507
		2-Hop:  0.3001
		4-Hop:  0.5475
		3-Hop:  0.3785
Relation-Set Overlap Metrics
	Recall:  0.7658
	Precision:  0.8459
	F1 Score:  0.7935
Relation Edit Distance Metrics:
	Overall Average:  0.2491
		2-Hop:  0.2161
		4-Hop:  0.3617
		3-Hop:  0.2739

Score for iteration 7200
Answer Metrics
	Hits@1:  0.8856
	Hits@3:  0.9512
	Hits@5:  0.9666
	Hits@10:  0.9781
	Hits@20:  0.9871
	MRR:  0.9213
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8934
		MRR:  0.9274
	4-Hop
		Hits@1:  0.9274
		MRR:  0.9452
	3-Hop
		Hits@1:  0.8519
		MRR:  0.8986
Valid Action Count at Each Step
	Overall Average: 40.8924
		Step 1: 20.9075
		Step 2: 46.5071
		Step 3: 45.2775
		Step 4: 50.8777
Entropy Metrics
	Question Entropy:  0.0449
	Path Entropy:  0.1795
		Step 1:  0.0176
		Step 2:  0.0304
		Step 3:  0.0419
		Step 4:  0.0897
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4369
	Restart Rate:  0.0000
	No-Op Rate:  0.4369
	Cycle Rate:  0.0066
	Backtrack Rate:  0.0000
	Unique Edges:  2.2506
	Redundancy:  0.0024
	Avg Segment Hops:  2.2526
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0212
	F1 Score:  0.0414
GT-Edge Overlap Metrics
	Recall:  0.6697
	Precision:  0.6925
	F1 Score:  0.6774
Node-Set Overlap Metrics
	Recall:  0.8631
	Precision:  0.9295
	F1 Score:  0.8893
Path Edit Distance Metrics:
	Overall Average:  0.3401
		2-Hop:  0.2797
		4-Hop:  0.5461
		3-Hop:  0.3852
Relation-Set Overlap Metrics
	Recall:  0.7705
	Precision:  0.8489
	F1 Score:  0.7978
Relation Edit Distance Metrics:
	Overall Average:  0.2434
		2-Hop:  0.2030
		4-Hop:  0.3617
		3-Hop:  0.2815

Score for iteration 7300
Answer Metrics
	Hits@1:  0.9030
	Hits@3:  0.9550
	Hits@5:  0.9685
	Hits@10:  0.9801
	Hits@20:  0.9859
	MRR:  0.9319
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9051
		MRR:  0.9335
	4-Hop
		Hits@1:  0.9274
		MRR:  0.9464
	3-Hop
		Hits@1:  0.8884
		MRR:  0.9228
Valid Action Count at Each Step
	Overall Average: 41.0702
		Step 1: 20.9075
		Step 2: 45.1324
		Step 3: 45.2731
		Step 4: 52.9678
Entropy Metrics
	Question Entropy:  0.0436
	Path Entropy:  0.1745
		Step 1:  0.0164
		Step 2:  0.0241
		Step 3:  0.0377
		Step 4:  0.0964
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4256
	Restart Rate:  0.0000
	No-Op Rate:  0.4256
	Cycle Rate:  0.0122
	Backtrack Rate:  0.0000
	Unique Edges:  2.2931
	Redundancy:  0.0012
	Avg Segment Hops:  2.2976
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0209
	F1 Score:  0.0408
GT-Edge Overlap Metrics
	Recall:  0.6800
	Precision:  0.6977
	F1 Score:  0.6849
Node-Set Overlap Metrics
	Recall:  0.8725
	Precision:  0.9348
	F1 Score:  0.8973
Path Edit Distance Metrics:
	Overall Average:  0.3328
		2-Hop:  0.2784
		4-Hop:  0.5405
		3-Hop:  0.3643
Relation-Set Overlap Metrics
	Recall:  0.7835
	Precision:  0.8578
	F1 Score:  0.8086
Relation Edit Distance Metrics:
	Overall Average:  0.2353
		2-Hop:  0.1995
		4-Hop:  0.3561
		3-Hop:  0.2625

Score for iteration 7400
Answer Metrics
	Hits@1:  0.8895
	Hits@3:  0.9518
	Hits@5:  0.9685
	Hits@10:  0.9820
	Hits@20:  0.9910
	MRR:  0.9241
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9019
		MRR:  0.9336
	4-Hop
		Hits@1:  0.9106
		MRR:  0.9315
	3-Hop
		Hits@1:  0.8542
		MRR:  0.9009
Valid Action Count at Each Step
	Overall Average: 42.0406
		Step 1: 20.9075
		Step 2: 49.2500
		Step 3: 46.3209
		Step 4: 51.6843
Entropy Metrics
	Question Entropy:  0.0429
	Path Entropy:  0.1716
		Step 1:  0.0143
		Step 2:  0.0338
		Step 3:  0.0382
		Step 4:  0.0853
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4295
	Restart Rate:  0.0000
	No-Op Rate:  0.4295
	Cycle Rate:  0.0161
	Backtrack Rate:  0.0000
	Unique Edges:  2.2808
	Redundancy:  0.0010
	Avg Segment Hops:  2.2821
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9955
	Precision:  0.0220
	F1 Score:  0.0429
GT-Edge Overlap Metrics
	Recall:  0.6624
	Precision:  0.6809
	F1 Score:  0.6669
Node-Set Overlap Metrics
	Recall:  0.8623
	Precision:  0.9295
	F1 Score:  0.8888
Path Edit Distance Metrics:
	Overall Average:  0.3557
		2-Hop:  0.2903
		4-Hop:  0.5503
		3-Hop:  0.4159
Relation-Set Overlap Metrics
	Recall:  0.7676
	Precision:  0.8427
	F1 Score:  0.7924
Relation Edit Distance Metrics:
	Overall Average:  0.2576
		2-Hop:  0.2136
		4-Hop:  0.3631
		3-Hop:  0.3087

Score for iteration 7500
Answer Metrics
	Hits@1:  0.8817
	Hits@3:  0.9576
	Hits@5:  0.9717
	Hits@10:  0.9846
	Hits@20:  0.9904
	MRR:  0.9220
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8859
		MRR:  0.9276
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9338
	3-Hop
		Hits@1:  0.8633
		MRR:  0.9055
Valid Action Count at Each Step
	Overall Average: 42.4345
		Step 1: 20.9075
		Step 2: 50.5400
		Step 3: 47.5582
		Step 4: 50.7323
Entropy Metrics
	Question Entropy:  0.0391
	Path Entropy:  0.1564
		Step 1:  0.0176
		Step 2:  0.0375
		Step 3:  0.0344
		Step 4:  0.0669
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4529
	Restart Rate:  0.0000
	No-Op Rate:  0.4529
	Cycle Rate:  0.0051
	Backtrack Rate:  0.0000
	Unique Edges:  2.1883
	Redundancy:  0.0026
	Avg Segment Hops:  2.1883
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0234
	F1 Score:  0.0456
GT-Edge Overlap Metrics
	Recall:  0.6536
	Precision:  0.6866
	F1 Score:  0.6653
Node-Set Overlap Metrics
	Recall:  0.8545
	Precision:  0.9351
	F1 Score:  0.8866
Path Edit Distance Metrics:
	Overall Average:  0.3536
		2-Hop:  0.2872
		4-Hop:  0.5684
		3-Hop:  0.4079
Relation-Set Overlap Metrics
	Recall:  0.7570
	Precision:  0.8499
	F1 Score:  0.7899
Relation Edit Distance Metrics:
	Overall Average:  0.2537
		2-Hop:  0.2090
		4-Hop:  0.3855
		3-Hop:  0.2954

Score for iteration 7600
Answer Metrics
	Hits@1:  0.8657
	Hits@3:  0.9505
	Hits@5:  0.9717
	Hits@10:  0.9826
	Hits@20:  0.9891
	MRR:  0.9113
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8678
		MRR:  0.9132
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9149
	3-Hop
		Hits@1:  0.8565
		MRR:  0.9056
Valid Action Count at Each Step
	Overall Average: 42.8976
		Step 1: 20.9075
		Step 2: 49.8964
		Step 3: 46.7702
		Step 4: 54.0164
Entropy Metrics
	Question Entropy:  0.0426
	Path Entropy:  0.1705
		Step 1:  0.0181
		Step 2:  0.0380
		Step 3:  0.0401
		Step 4:  0.0743
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4454
	Restart Rate:  0.0000
	No-Op Rate:  0.4454
	Cycle Rate:  0.0256
	Backtrack Rate:  0.0000
	Unique Edges:  2.2185
	Redundancy:  0.0032
	Avg Segment Hops:  2.2185
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0252
	F1 Score:  0.0489
GT-Edge Overlap Metrics
	Recall:  0.6326
	Precision:  0.6561
	F1 Score:  0.6391
Node-Set Overlap Metrics
	Recall:  0.8442
	Precision:  0.9313
	F1 Score:  0.8789
Path Edit Distance Metrics:
	Overall Average:  0.3890
		2-Hop:  0.3227
		4-Hop:  0.5810
		3-Hop:  0.4525
Relation-Set Overlap Metrics
	Recall:  0.7371
	Precision:  0.8175
	F1 Score:  0.7635
Relation Edit Distance Metrics:
	Overall Average:  0.2898
		2-Hop:  0.2429
		4-Hop:  0.4092
		3-Hop:  0.3413

Score for iteration 7700
Answer Metrics
	Hits@1:  0.8830
	Hits@3:  0.9492
	Hits@5:  0.9640
	Hits@10:  0.9801
	Hits@20:  0.9839
	MRR:  0.9195
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8849
		MRR:  0.9217
	4-Hop
		Hits@1:  0.9218
		MRR:  0.9403
	3-Hop
		Hits@1:  0.8633
		MRR:  0.9062
Valid Action Count at Each Step
	Overall Average: 38.2746
		Step 1: 20.9075
		Step 2: 43.4030
		Step 3: 41.7780
		Step 4: 47.0100
Entropy Metrics
	Question Entropy:  0.0351
	Path Entropy:  0.1405
		Step 1:  0.0135
		Step 2:  0.0335
		Step 3:  0.0319
		Step 4:  0.0616
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4438
	Restart Rate:  0.0000
	No-Op Rate:  0.4438
	Cycle Rate:  0.0110
	Backtrack Rate:  0.0000
	Unique Edges:  2.2249
	Redundancy:  0.0019
	Avg Segment Hops:  2.2249
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0228
	F1 Score:  0.0445
GT-Edge Overlap Metrics
	Recall:  0.6465
	Precision:  0.6744
	F1 Score:  0.6549
Node-Set Overlap Metrics
	Recall:  0.8531
	Precision:  0.9306
	F1 Score:  0.8836
Path Edit Distance Metrics:
	Overall Average:  0.3656
		2-Hop:  0.3060
		4-Hop:  0.5754
		3-Hop:  0.4074
Relation-Set Overlap Metrics
	Recall:  0.7482
	Precision:  0.8385
	F1 Score:  0.7791
Relation Edit Distance Metrics:
	Overall Average:  0.2684
		2-Hop:  0.2268
		4-Hop:  0.3953
		3-Hop:  0.3054

Score for iteration 7800
Answer Metrics
	Hits@1:  0.8946
	Hits@3:  0.9589
	Hits@5:  0.9685
	Hits@10:  0.9788
	Hits@20:  0.9865
	MRR:  0.9285
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9062
		MRR:  0.9347
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9227
	3-Hop
		Hits@1:  0.8770
		MRR:  0.9175
Valid Action Count at Each Step
	Overall Average: 37.3286
		Step 1: 20.9075
		Step 2: 42.0070
		Step 3: 40.4878
		Step 4: 45.9120
Entropy Metrics
	Question Entropy:  0.0430
	Path Entropy:  0.1719
		Step 1:  0.0148
		Step 2:  0.0363
		Step 3:  0.0386
		Step 4:  0.0821
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4346
	Restart Rate:  0.0000
	No-Op Rate:  0.4346
	Cycle Rate:  0.0069
	Backtrack Rate:  0.0000
	Unique Edges:  2.2616
	Redundancy:  0.0006
	Avg Segment Hops:  2.2616
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0208
	F1 Score:  0.0406
GT-Edge Overlap Metrics
	Recall:  0.6748
	Precision:  0.6990
	F1 Score:  0.6829
Node-Set Overlap Metrics
	Recall:  0.8668
	Precision:  0.9317
	F1 Score:  0.8922
Path Edit Distance Metrics:
	Overall Average:  0.3333
		2-Hop:  0.2724
		4-Hop:  0.5461
		3-Hop:  0.3766
Relation-Set Overlap Metrics
	Recall:  0.7687
	Precision:  0.8482
	F1 Score:  0.7965
Relation Edit Distance Metrics:
	Overall Average:  0.2429
		2-Hop:  0.2015
		4-Hop:  0.3687
		3-Hop:  0.2802

Score for iteration 7900
Answer Metrics
	Hits@1:  0.8843
	Hits@3:  0.9531
	Hits@5:  0.9634
	Hits@10:  0.9743
	Hits@20:  0.9833
	MRR:  0.9203
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8923
		MRR:  0.9277
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9356
	3-Hop
		Hits@1:  0.8588
		MRR:  0.8983
Valid Action Count at Each Step
	Overall Average: 38.8494
		Step 1: 20.9075
		Step 2: 44.2020
		Step 3: 42.6354
		Step 4: 47.6529
Entropy Metrics
	Question Entropy:  0.0405
	Path Entropy:  0.1620
		Step 1:  0.0192
		Step 2:  0.0348
		Step 3:  0.0330
		Step 4:  0.0751
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4454
	Restart Rate:  0.0000
	No-Op Rate:  0.4454
	Cycle Rate:  0.0057
	Backtrack Rate:  0.0000
	Unique Edges:  2.2185
	Redundancy:  0.0013
	Avg Segment Hops:  2.2185
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0208
	F1 Score:  0.0407
GT-Edge Overlap Metrics
	Recall:  0.6449
	Precision:  0.6722
	F1 Score:  0.6540
Node-Set Overlap Metrics
	Recall:  0.8530
	Precision:  0.9277
	F1 Score:  0.8825
Path Edit Distance Metrics:
	Overall Average:  0.3639
		2-Hop:  0.3008
		4-Hop:  0.5768
		3-Hop:  0.4117
Relation-Set Overlap Metrics
	Recall:  0.7481
	Precision:  0.8380
	F1 Score:  0.7793
Relation Edit Distance Metrics:
	Overall Average:  0.2650
		2-Hop:  0.2233
		4-Hop:  0.3925
		3-Hop:  0.3022

Score for iteration 8000
Answer Metrics
	Hits@1:  0.8683
	Hits@3:  0.9524
	Hits@5:  0.9679
	Hits@10:  0.9801
	Hits@20:  0.9891
	MRR:  0.9134
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8891
		MRR:  0.9292
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9161
	3-Hop
		Hits@1:  0.8200
		MRR:  0.8785
Valid Action Count at Each Step
	Overall Average: 42.6580
		Step 1: 20.9075
		Step 2: 53.1178
		Step 3: 47.0043
		Step 4: 49.6024
Entropy Metrics
	Question Entropy:  0.0420
	Path Entropy:  0.1678
		Step 1:  0.0184
		Step 2:  0.0412
		Step 3:  0.0321
		Step 4:  0.0761
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4524
	Restart Rate:  0.0000
	No-Op Rate:  0.4524
	Cycle Rate:  0.0072
	Backtrack Rate:  0.0000
	Unique Edges:  2.1902
	Redundancy:  0.0013
	Avg Segment Hops:  2.1902
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0217
	F1 Score:  0.0423
GT-Edge Overlap Metrics
	Recall:  0.6384
	Precision:  0.6679
	F1 Score:  0.6488
Node-Set Overlap Metrics
	Recall:  0.8456
	Precision:  0.9239
	F1 Score:  0.8769
Path Edit Distance Metrics:
	Overall Average:  0.3709
		2-Hop:  0.2868
		4-Hop:  0.5894
		3-Hop:  0.4617
Relation-Set Overlap Metrics
	Recall:  0.7414
	Precision:  0.8301
	F1 Score:  0.7729
Relation Edit Distance Metrics:
	Overall Average:  0.2708
		2-Hop:  0.2116
		4-Hop:  0.4050
		3-Hop:  0.3424

Score for iteration 8100
Answer Metrics
	Hits@1:  0.8869
	Hits@3:  0.9589
	Hits@5:  0.9704
	Hits@10:  0.9814
	Hits@20:  0.9891
	MRR:  0.9243
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8859
		MRR:  0.9256
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9201
	3-Hop
		Hits@1:  0.8884
		MRR:  0.9231
Valid Action Count at Each Step
	Overall Average: 41.5854
		Step 1: 20.9075
		Step 2: 51.5812
		Step 3: 46.2280
		Step 4: 47.6251
Entropy Metrics
	Question Entropy:  0.0365
	Path Entropy:  0.1460
		Step 1:  0.0171
		Step 2:  0.0384
		Step 3:  0.0304
		Step 4:  0.0601
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4467
	Restart Rate:  0.0000
	No-Op Rate:  0.4467
	Cycle Rate:  0.0054
	Backtrack Rate:  0.0000
	Unique Edges:  2.2134
	Redundancy:  0.0019
	Avg Segment Hops:  2.2134
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0214
	F1 Score:  0.0419
GT-Edge Overlap Metrics
	Recall:  0.6496
	Precision:  0.6759
	F1 Score:  0.6587
Node-Set Overlap Metrics
	Recall:  0.8551
	Precision:  0.9284
	F1 Score:  0.8841
Path Edit Distance Metrics:
	Overall Average:  0.3593
		2-Hop:  0.2880
		4-Hop:  0.5754
		3-Hop:  0.4233
Relation-Set Overlap Metrics
	Recall:  0.7449
	Precision:  0.8268
	F1 Score:  0.7736
Relation Edit Distance Metrics:
	Overall Average:  0.2670
		2-Hop:  0.2170
		4-Hop:  0.4064
		3-Hop:  0.3170

Score for iteration 8200
Answer Metrics
	Hits@1:  0.8689
	Hits@3:  0.9396
	Hits@5:  0.9595
	Hits@10:  0.9743
	Hits@20:  0.9826
	MRR:  0.9090
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9041
		MRR:  0.9330
	4-Hop
		Hits@1:  0.7486
		MRR:  0.8197
	3-Hop
		Hits@1:  0.8428
		MRR:  0.8941
Valid Action Count at Each Step
	Overall Average: 40.2145
		Step 1: 20.9075
		Step 2: 46.0548
		Step 3: 43.7575
		Step 4: 50.1383
Entropy Metrics
	Question Entropy:  0.0386
	Path Entropy:  0.1542
		Step 1:  0.0115
		Step 2:  0.0319
		Step 3:  0.0314
		Step 4:  0.0794
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4401
	Restart Rate:  0.0000
	No-Op Rate:  0.4401
	Cycle Rate:  0.0107
	Backtrack Rate:  0.0000
	Unique Edges:  2.2397
	Redundancy:  0.0006
	Avg Segment Hops:  2.2397
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0207
	F1 Score:  0.0405
GT-Edge Overlap Metrics
	Recall:  0.6691
	Precision:  0.6931
	F1 Score:  0.6774
Node-Set Overlap Metrics
	Recall:  0.8606
	Precision:  0.9294
	F1 Score:  0.8880
Path Edit Distance Metrics:
	Overall Average:  0.3415
		2-Hop:  0.2576
		4-Hop:  0.6089
		3-Hop:  0.4117
Relation-Set Overlap Metrics
	Recall:  0.7566
	Precision:  0.8290
	F1 Score:  0.7821
Relation Edit Distance Metrics:
	Overall Average:  0.2576
		2-Hop:  0.1990
		4-Hop:  0.4399
		3-Hop:  0.3083

Score for iteration 8300
Answer Metrics
	Hits@1:  0.8740
	Hits@3:  0.9454
	Hits@5:  0.9621
	Hits@10:  0.9692
	Hits@20:  0.9814
	MRR:  0.9129
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8849
		MRR:  0.9189
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9303
	3-Hop
		Hits@1:  0.8383
		MRR:  0.8930
Valid Action Count at Each Step
	Overall Average: 43.5615
		Step 1: 20.9075
		Step 2: 50.9084
		Step 3: 47.4866
		Step 4: 54.9438
Entropy Metrics
	Question Entropy:  0.0458
	Path Entropy:  0.1831
		Step 1:  0.0140
		Step 2:  0.0298
		Step 3:  0.0365
		Step 4:  0.1027
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4221
	Restart Rate:  0.0000
	No-Op Rate:  0.4221
	Cycle Rate:  0.0130
	Backtrack Rate:  0.0000
	Unique Edges:  2.3098
	Redundancy:  0.0005
	Avg Segment Hops:  2.3117
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0212
	F1 Score:  0.0413
GT-Edge Overlap Metrics
	Recall:  0.6424
	Precision:  0.6528
	F1 Score:  0.6435
Node-Set Overlap Metrics
	Recall:  0.8543
	Precision:  0.9107
	F1 Score:  0.8756
Path Edit Distance Metrics:
	Overall Average:  0.3775
		2-Hop:  0.3080
		4-Hop:  0.6117
		3-Hop:  0.4305
Relation-Set Overlap Metrics
	Recall:  0.7467
	Precision:  0.8120
	F1 Score:  0.7673
Relation Edit Distance Metrics:
	Overall Average:  0.2811
		2-Hop:  0.2344
		4-Hop:  0.4218
		3-Hop:  0.3235

Score for iteration 8400
Answer Metrics
	Hits@1:  0.8772
	Hits@3:  0.9576
	Hits@5:  0.9704
	Hits@10:  0.9820
	Hits@20:  0.9891
	MRR:  0.9189
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8934
		MRR:  0.9305
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9100
	3-Hop
		Hits@1:  0.8428
		MRR:  0.8977
Valid Action Count at Each Step
	Overall Average: 41.1529
		Step 1: 20.9075
		Step 2: 49.3913
		Step 3: 46.2129
		Step 4: 48.1001
Entropy Metrics
	Question Entropy:  0.0353
	Path Entropy:  0.1412
		Step 1:  0.0135
		Step 2:  0.0315
		Step 3:  0.0257
		Step 4:  0.0705
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4574
	Restart Rate:  0.0000
	No-Op Rate:  0.4574
	Cycle Rate:  0.0023
	Backtrack Rate:  0.0000
	Unique Edges:  2.1697
	Redundancy:  0.0014
	Avg Segment Hops:  2.1703
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0213
	F1 Score:  0.0415
GT-Edge Overlap Metrics
	Recall:  0.6394
	Precision:  0.6726
	F1 Score:  0.6516
Node-Set Overlap Metrics
	Recall:  0.8470
	Precision:  0.9284
	F1 Score:  0.8795
Path Edit Distance Metrics:
	Overall Average:  0.3654
		2-Hop:  0.2928
		4-Hop:  0.5936
		3-Hop:  0.4273
Relation-Set Overlap Metrics
	Recall:  0.7459
	Precision:  0.8443
	F1 Score:  0.7810
Relation Edit Distance Metrics:
	Overall Average:  0.2616
		2-Hop:  0.2122
		4-Hop:  0.4120
		3-Hop:  0.3056

Score for iteration 8500
Answer Metrics
	Hits@1:  0.8586
	Hits@3:  0.9518
	Hits@5:  0.9672
	Hits@10:  0.9788
	Hits@20:  0.9884
	MRR:  0.9072
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8593
		MRR:  0.9077
	4-Hop
		Hits@1:  0.8715
		MRR:  0.9066
	3-Hop
		Hits@1:  0.8519
		MRR:  0.9064
Valid Action Count at Each Step
	Overall Average: 45.8982
		Step 1: 20.9075
		Step 2: 59.0858
		Step 3: 50.4573
		Step 4: 53.1422
Entropy Metrics
	Question Entropy:  0.0395
	Path Entropy:  0.1579
		Step 1:  0.0186
		Step 2:  0.0322
		Step 3:  0.0308
		Step 4:  0.0763
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4571
	Restart Rate:  0.0000
	No-Op Rate:  0.4571
	Cycle Rate:  0.0138
	Backtrack Rate:  0.0000
	Unique Edges:  2.1703
	Redundancy:  0.0035
	Avg Segment Hops:  2.1716
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9955
	Precision:  0.0241
	F1 Score:  0.0468
GT-Edge Overlap Metrics
	Recall:  0.6041
	Precision:  0.6323
	F1 Score:  0.6127
Node-Set Overlap Metrics
	Recall:  0.8281
	Precision:  0.9165
	F1 Score:  0.8628
Path Edit Distance Metrics:
	Overall Average:  0.4069
		2-Hop:  0.3357
		4-Hop:  0.6187
		3-Hop:  0.4725
Relation-Set Overlap Metrics
	Recall:  0.7176
	Precision:  0.8118
	F1 Score:  0.7496
Relation Edit Distance Metrics:
	Overall Average:  0.3008
		2-Hop:  0.2560
		4-Hop:  0.4218
		3-Hop:  0.3470

Score for iteration 8600
Answer Metrics
	Hits@1:  0.8721
	Hits@3:  0.9486
	Hits@5:  0.9685
	Hits@10:  0.9839
	Hits@20:  0.9910
	MRR:  0.9145
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8731
		MRR:  0.9186
	3-Hop
		Hits@1:  0.8702
		MRR:  0.9084
	4-Hop
		Hits@1:  0.8715
		MRR:  0.9084
Valid Action Count at Each Step
	Overall Average: 40.3957
		Step 1: 20.9075
		Step 2: 49.3356
		Step 3: 44.9146
		Step 4: 46.4252
Entropy Metrics
	Question Entropy:  0.0395
	Path Entropy:  0.1581
		Step 1:  0.0160
		Step 2:  0.0361
		Step 3:  0.0336
		Step 4:  0.0724
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4558
	Restart Rate:  0.0000
	No-Op Rate:  0.4558
	Cycle Rate:  0.0041
	Backtrack Rate:  0.0000
	Unique Edges:  2.1761
	Redundancy:  0.0021
	Avg Segment Hops:  2.1767
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0234
	F1 Score:  0.0454
GT-Edge Overlap Metrics
	Recall:  0.6474
	Precision:  0.6831
	F1 Score:  0.6601
Node-Set Overlap Metrics
	Recall:  0.8494
	Precision:  0.9315
	F1 Score:  0.8820
Path Edit Distance Metrics:
	Overall Average:  0.3580
		2-Hop:  0.2989
		4-Hop:  0.5712
		3-Hop:  0.3973
Relation-Set Overlap Metrics
	Recall:  0.7474
	Precision:  0.8445
	F1 Score:  0.7819
Relation Edit Distance Metrics:
	Overall Average:  0.2602
		2-Hop:  0.2233
		4-Hop:  0.3953
		3-Hop:  0.2840

Score for iteration 8700
Answer Metrics
	Hits@1:  0.8850
	Hits@3:  0.9531
	Hits@5:  0.9653
	Hits@10:  0.9788
	Hits@20:  0.9878
	MRR:  0.9222
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8902
		MRR:  0.9264
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9160
	3-Hop
		Hits@1:  0.8747
		MRR:  0.9157
Valid Action Count at Each Step
	Overall Average: 43.1192
		Step 1: 20.9075
		Step 2: 52.2424
		Step 3: 47.4395
		Step 4: 51.8873
Entropy Metrics
	Question Entropy:  0.0393
	Path Entropy:  0.1570
		Step 1:  0.0145
		Step 2:  0.0282
		Step 3:  0.0341
		Step 4:  0.0802
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4295
	Restart Rate:  0.0000
	No-Op Rate:  0.4295
	Cycle Rate:  0.0167
	Backtrack Rate:  0.0000
	Unique Edges:  2.2770
	Redundancy:  0.0013
	Avg Segment Hops:  2.2821
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0224
	F1 Score:  0.0436
GT-Edge Overlap Metrics
	Recall:  0.6659
	Precision:  0.6832
	F1 Score:  0.6702
Node-Set Overlap Metrics
	Recall:  0.8630
	Precision:  0.9280
	F1 Score:  0.8886
Path Edit Distance Metrics:
	Overall Average:  0.3491
		2-Hop:  0.2765
		4-Hop:  0.5866
		3-Hop:  0.4076
Relation-Set Overlap Metrics
	Recall:  0.7632
	Precision:  0.8341
	F1 Score:  0.7867
Relation Edit Distance Metrics:
	Overall Average:  0.2595
		2-Hop:  0.2127
		4-Hop:  0.3994
		3-Hop:  0.3026

Score for iteration 8800
Answer Metrics
	Hits@1:  0.8830
	Hits@3:  0.9492
	Hits@5:  0.9666
	Hits@10:  0.9788
	Hits@20:  0.9865
	MRR:  0.9196
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8795
		MRR:  0.9177
	4-Hop
		Hits@1:  0.8715
		MRR:  0.9081
	3-Hop
		Hits@1:  0.8952
		MRR:  0.9283
Valid Action Count at Each Step
	Overall Average: 40.0639
		Step 1: 20.9075
		Step 2: 45.4062
		Step 3: 43.9084
		Step 4: 50.0337
Entropy Metrics
	Question Entropy:  0.0399
	Path Entropy:  0.1598
		Step 1:  0.0137
		Step 2:  0.0357
		Step 3:  0.0380
		Step 4:  0.0724
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4234
	Restart Rate:  0.0000
	No-Op Rate:  0.4234
	Cycle Rate:  0.0185
	Backtrack Rate:  0.0000
	Unique Edges:  2.3033
	Redundancy:  0.0008
	Avg Segment Hops:  2.3066
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0233
	F1 Score:  0.0452
GT-Edge Overlap Metrics
	Recall:  0.6871
	Precision:  0.7017
	F1 Score:  0.6899
Node-Set Overlap Metrics
	Recall:  0.8712
	Precision:  0.9321
	F1 Score:  0.8952
Path Edit Distance Metrics:
	Overall Average:  0.3297
		2-Hop:  0.2684
		4-Hop:  0.5489
		3-Hop:  0.3715
Relation-Set Overlap Metrics
	Recall:  0.7792
	Precision:  0.8452
	F1 Score:  0.8007
Relation Edit Distance Metrics:
	Overall Average:  0.2430
		2-Hop:  0.2054
		4-Hop:  0.3729
		3-Hop:  0.2705

Score for iteration 8900
Answer Metrics
	Hits@1:  0.8368
	Hits@3:  0.9267
	Hits@5:  0.9454
	Hits@10:  0.9569
	Hits@20:  0.9749
	MRR:  0.8854
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8401
		MRR:  0.8890
	4-Hop
		Hits@1:  0.8436
		MRR:  0.8917
	3-Hop
		Hits@1:  0.8269
		MRR:  0.8750
Valid Action Count at Each Step
	Overall Average: 41.4494
		Step 1: 20.9075
		Step 2: 45.9980
		Step 3: 46.1866
		Step 4: 52.7056
Entropy Metrics
	Question Entropy:  0.0449
	Path Entropy:  0.1796
		Step 1:  0.0096
		Step 2:  0.0326
		Step 3:  0.0456
		Step 4:  0.0918
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3681
	Restart Rate:  0.0000
	No-Op Rate:  0.3681
	Cycle Rate:  0.0291
	Backtrack Rate:  0.0000
	Unique Edges:  2.5154
	Redundancy:  0.0031
	Avg Segment Hops:  2.5276
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9852
	Precision:  0.0212
	F1 Score:  0.0413
GT-Edge Overlap Metrics
	Recall:  0.6685
	Precision:  0.6480
	F1 Score:  0.6519
Node-Set Overlap Metrics
	Recall:  0.8693
	Precision:  0.8943
	F1 Score:  0.8749
Path Edit Distance Metrics:
	Overall Average:  0.3761
		2-Hop:  0.3194
		4-Hop:  0.5894
		3-Hop:  0.4104
Relation-Set Overlap Metrics
	Recall:  0.7773
	Precision:  0.8078
	F1 Score:  0.7798
Relation Edit Distance Metrics:
	Overall Average:  0.2801
		2-Hop:  0.2478
		4-Hop:  0.3925
		3-Hop:  0.3033

Score for iteration 9000
Answer Metrics
	Hits@1:  0.8805
	Hits@3:  0.9467
	Hits@5:  0.9634
	Hits@10:  0.9743
	Hits@20:  0.9859
	MRR:  0.9167
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8774
		MRR:  0.9175
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9230
	3-Hop
		Hits@1:  0.8815
		MRR:  0.9122
Valid Action Count at Each Step
	Overall Average: 40.3468
		Step 1: 20.9075
		Step 2: 46.7083
		Step 3: 45.0651
		Step 4: 48.7065
Entropy Metrics
	Question Entropy:  0.0421
	Path Entropy:  0.1684
		Step 1:  0.0140
		Step 2:  0.0322
		Step 3:  0.0389
		Step 4:  0.0834
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4084
	Restart Rate:  0.0000
	No-Op Rate:  0.4084
	Cycle Rate:  0.0165
	Backtrack Rate:  0.0000
	Unique Edges:  2.3586
	Redundancy:  0.0020
	Avg Segment Hops:  2.3663
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0221
	F1 Score:  0.0431
GT-Edge Overlap Metrics
	Recall:  0.6663
	Precision:  0.6724
	F1 Score:  0.6648
Node-Set Overlap Metrics
	Recall:  0.8676
	Precision:  0.9163
	F1 Score:  0.8857
Path Edit Distance Metrics:
	Overall Average:  0.3560
		2-Hop:  0.2919
		4-Hop:  0.5768
		3-Hop:  0.4028
Relation-Set Overlap Metrics
	Recall:  0.7609
	Precision:  0.8162
	F1 Score:  0.7774
Relation Edit Distance Metrics:
	Overall Average:  0.2680
		2-Hop:  0.2277
		4-Hop:  0.3925
		3-Hop:  0.3033

Score for iteration 9100
Answer Metrics
	Hits@1:  0.8997
	Hits@3:  0.9589
	Hits@5:  0.9724
	Hits@10:  0.9814
	Hits@20:  0.9891
	MRR:  0.9321
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9062
		MRR:  0.9377
	4-Hop
		Hits@1:  0.8547
		MRR:  0.8994
	3-Hop
		Hits@1:  0.9043
		MRR:  0.9333
Valid Action Count at Each Step
	Overall Average: 38.3791
		Step 1: 20.9075
		Step 2: 43.2897
		Step 3: 42.3151
		Step 4: 47.0040
Entropy Metrics
	Question Entropy:  0.0409
	Path Entropy:  0.1637
		Step 1:  0.0137
		Step 2:  0.0362
		Step 3:  0.0355
		Step 4:  0.0783
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4397
	Restart Rate:  0.0000
	No-Op Rate:  0.4397
	Cycle Rate:  0.0050
	Backtrack Rate:  0.0000
	Unique Edges:  2.2391
	Redundancy:  0.0005
	Avg Segment Hops:  2.2410
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0235
	F1 Score:  0.0456
GT-Edge Overlap Metrics
	Recall:  0.6780
	Precision:  0.7049
	F1 Score:  0.6879
Node-Set Overlap Metrics
	Recall:  0.8697
	Precision:  0.9368
	F1 Score:  0.8967
Path Edit Distance Metrics:
	Overall Average:  0.3273
		2-Hop:  0.2639
		4-Hop:  0.5447
		3-Hop:  0.3740
Relation-Set Overlap Metrics
	Recall:  0.7728
	Precision:  0.8525
	F1 Score:  0.8011
Relation Edit Distance Metrics:
	Overall Average:  0.2359
		2-Hop:  0.1953
		4-Hop:  0.3701
		3-Hop:  0.2678

Score for iteration 9200
Answer Metrics
	Hits@1:  0.8862
	Hits@3:  0.9499
	Hits@5:  0.9692
	Hits@10:  0.9814
	Hits@20:  0.9871
	MRR:  0.9223
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8817
		MRR:  0.9223
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9173
	3-Hop
		Hits@1:  0.8975
		MRR:  0.9242
Valid Action Count at Each Step
	Overall Average: 38.6800
		Step 1: 20.9075
		Step 2: 44.4519
		Step 3: 42.2558
		Step 4: 47.1050
Entropy Metrics
	Question Entropy:  0.0388
	Path Entropy:  0.1553
		Step 1:  0.0112
		Step 2:  0.0356
		Step 3:  0.0444
		Step 4:  0.0641
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4177
	Restart Rate:  0.0000
	No-Op Rate:  0.4177
	Cycle Rate:  0.0157
	Backtrack Rate:  0.0000
	Unique Edges:  2.3213
	Redundancy:  0.0020
	Avg Segment Hops:  2.3290
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0227
	F1 Score:  0.0443
GT-Edge Overlap Metrics
	Recall:  0.6673
	Precision:  0.6792
	F1 Score:  0.6690
Node-Set Overlap Metrics
	Recall:  0.8658
	Precision:  0.9218
	F1 Score:  0.8872
Path Edit Distance Metrics:
	Overall Average:  0.3501
		2-Hop:  0.3020
		4-Hop:  0.5433
		3-Hop:  0.3741
Relation-Set Overlap Metrics
	Recall:  0.7675
	Precision:  0.8311
	F1 Score:  0.7875
Relation Edit Distance Metrics:
	Overall Average:  0.2566
		2-Hop:  0.2290
		4-Hop:  0.3701
		3-Hop:  0.2692

Score for iteration 9300
Answer Metrics
	Hits@1:  0.8946
	Hits@3:  0.9614
	Hits@5:  0.9743
	Hits@10:  0.9826
	Hits@20:  0.9891
	MRR:  0.9304
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8998
		MRR:  0.9350
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9255
	3-Hop
		Hits@1:  0.8838
		MRR:  0.9225
Valid Action Count at Each Step
	Overall Average: 38.7023
		Step 1: 20.9075
		Step 2: 43.7281
		Step 3: 41.6008
		Step 4: 48.5729
Entropy Metrics
	Question Entropy:  0.0368
	Path Entropy:  0.1473
		Step 1:  0.0171
		Step 2:  0.0293
		Step 3:  0.0365
		Step 4:  0.0645
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4332
	Restart Rate:  0.0000
	No-Op Rate:  0.4332
	Cycle Rate:  0.0108
	Backtrack Rate:  0.0000
	Unique Edges:  2.2622
	Redundancy:  0.0013
	Avg Segment Hops:  2.2674
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0239
	F1 Score:  0.0465
GT-Edge Overlap Metrics
	Recall:  0.6745
	Precision:  0.6989
	F1 Score:  0.6814
Node-Set Overlap Metrics
	Recall:  0.8689
	Precision:  0.9382
	F1 Score:  0.8963
Path Edit Distance Metrics:
	Overall Average:  0.3387
		2-Hop:  0.2879
		4-Hop:  0.5209
		3-Hop:  0.3728
Relation-Set Overlap Metrics
	Recall:  0.7718
	Precision:  0.8558
	F1 Score:  0.7999
Relation Edit Distance Metrics:
	Overall Average:  0.2445
		2-Hop:  0.2133
		4-Hop:  0.3450
		3-Hop:  0.2703

Score for iteration 9400
Answer Metrics
	Hits@1:  0.8927
	Hits@3:  0.9569
	Hits@5:  0.9672
	Hits@10:  0.9814
	Hits@20:  0.9878
	MRR:  0.9266
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8998
		MRR:  0.9324
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9148
	3-Hop
		Hits@1:  0.8838
		MRR:  0.9190
Valid Action Count at Each Step
	Overall Average: 39.5515
		Step 1: 20.9075
		Step 2: 43.6644
		Step 3: 42.9066
		Step 4: 50.7274
Entropy Metrics
	Question Entropy:  0.0428
	Path Entropy:  0.1711
		Step 1:  0.0147
		Step 2:  0.0332
		Step 3:  0.0428
		Step 4:  0.0804
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3981
	Restart Rate:  0.0000
	No-Op Rate:  0.3981
	Cycle Rate:  0.0244
	Backtrack Rate:  0.0000
	Unique Edges:  2.3940
	Redundancy:  0.0034
	Avg Segment Hops:  2.4075
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0235
	F1 Score:  0.0456
GT-Edge Overlap Metrics
	Recall:  0.6858
	Precision:  0.6870
	F1 Score:  0.6815
Node-Set Overlap Metrics
	Recall:  0.8770
	Precision:  0.9245
	F1 Score:  0.8947
Path Edit Distance Metrics:
	Overall Average:  0.3422
		2-Hop:  0.2897
		4-Hop:  0.5168
		3-Hop:  0.3831
Relation-Set Overlap Metrics
	Recall:  0.7865
	Precision:  0.8406
	F1 Score:  0.8023
Relation Edit Distance Metrics:
	Overall Average:  0.2497
		2-Hop:  0.2189
		4-Hop:  0.3464
		3-Hop:  0.2760

Score for iteration 9500
Answer Metrics
	Hits@1:  0.8541
	Hits@3:  0.9383
	Hits@5:  0.9563
	Hits@10:  0.9743
	Hits@20:  0.9801
	MRR:  0.8998
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8412
		MRR:  0.8954
	4-Hop
		Hits@1:  0.8603
		MRR:  0.8946
	3-Hop
		Hits@1:  0.8793
		MRR:  0.9112
Valid Action Count at Each Step
	Overall Average: 38.9991
		Step 1: 20.9075
		Step 2: 42.8192
		Step 3: 42.0802
		Step 4: 50.1897
Entropy Metrics
	Question Entropy:  0.0390
	Path Entropy:  0.1558
		Step 1:  0.0135
		Step 2:  0.0342
		Step 3:  0.0398
		Step 4:  0.0683
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4134
	Restart Rate:  0.0000
	No-Op Rate:  0.4134
	Cycle Rate:  0.0150
	Backtrack Rate:  0.0000
	Unique Edges:  2.3393
	Redundancy:  0.0024
	Avg Segment Hops:  2.3464
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0227
	F1 Score:  0.0441
GT-Edge Overlap Metrics
	Recall:  0.6495
	Precision:  0.6588
	F1 Score:  0.6493
Node-Set Overlap Metrics
	Recall:  0.8585
	Precision:  0.9124
	F1 Score:  0.8784
Path Edit Distance Metrics:
	Overall Average:  0.3729
		2-Hop:  0.3321
		4-Hop:  0.5517
		3-Hop:  0.3872
Relation-Set Overlap Metrics
	Recall:  0.7536
	Precision:  0.8218
	F1 Score:  0.7745
Relation Edit Distance Metrics:
	Overall Average:  0.2764
		2-Hop:  0.2520
		4-Hop:  0.3785
		3-Hop:  0.2870

Score for iteration 9600
Answer Metrics
	Hits@1:  0.8059
	Hits@3:  0.9383
	Hits@5:  0.9550
	Hits@10:  0.9717
	Hits@20:  0.9820
	MRR:  0.8734
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8529
		MRR:  0.9030
	4-Hop
		Hits@1:  0.6816
		MRR:  0.7996
	3-Hop
		Hits@1:  0.7563
		MRR:  0.8403
Valid Action Count at Each Step
	Overall Average: 35.3481
		Step 1: 20.9075
		Step 2: 38.5084
		Step 3: 38.0845
		Step 4: 43.8923
Entropy Metrics
	Question Entropy:  0.0361
	Path Entropy:  0.1443
		Step 1:  0.0112
		Step 2:  0.0289
		Step 3:  0.0359
		Step 4:  0.0682
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4436
	Restart Rate:  0.0000
	No-Op Rate:  0.4436
	Cycle Rate:  0.0112
	Backtrack Rate:  0.0000
	Unique Edges:  2.2185
	Redundancy:  0.0044
	Avg Segment Hops:  2.2256
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0233
	F1 Score:  0.0453
GT-Edge Overlap Metrics
	Recall:  0.6284
	Precision:  0.6613
	F1 Score:  0.6387
Node-Set Overlap Metrics
	Recall:  0.8377
	Precision:  0.9174
	F1 Score:  0.8683
Path Edit Distance Metrics:
	Overall Average:  0.3830
		2-Hop:  0.3256
		4-Hop:  0.5964
		3-Hop:  0.4188
Relation-Set Overlap Metrics
	Recall:  0.7344
	Precision:  0.8320
	F1 Score:  0.7669
Relation Edit Distance Metrics:
	Overall Average:  0.2840
		2-Hop:  0.2451
		4-Hop:  0.4162
		3-Hop:  0.3130

Score for iteration 9700
Answer Metrics
	Hits@1:  0.8207
	Hits@3:  0.9261
	Hits@5:  0.9473
	Hits@10:  0.9614
	Hits@20:  0.9801
	MRR:  0.8774
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8625
		MRR:  0.9113
	4-Hop
		Hits@1:  0.6425
		MRR:  0.7375
	3-Hop
		Hits@1:  0.8041
		MRR:  0.8621
Valid Action Count at Each Step
	Overall Average: 37.7369
		Step 1: 20.9075
		Step 2: 42.4067
		Step 3: 42.1976
		Step 4: 45.4358
Entropy Metrics
	Question Entropy:  0.0346
	Path Entropy:  0.1382
		Step 1:  0.0129
		Step 2:  0.0279
		Step 3:  0.0343
		Step 4:  0.0630
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4452
	Restart Rate:  0.0000
	No-Op Rate:  0.4452
	Cycle Rate:  0.0140
	Backtrack Rate:  0.0000
	Unique Edges:  2.2172
	Redundancy:  0.0024
	Avg Segment Hops:  2.2192
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0242
	F1 Score:  0.0471
GT-Edge Overlap Metrics
	Recall:  0.6450
	Precision:  0.6749
	F1 Score:  0.6547
Node-Set Overlap Metrics
	Recall:  0.8441
	Precision:  0.9222
	F1 Score:  0.8746
Path Edit Distance Metrics:
	Overall Average:  0.3649
		2-Hop:  0.3028
		4-Hop:  0.6145
		3-Hop:  0.3960
Relation-Set Overlap Metrics
	Recall:  0.7445
	Precision:  0.8337
	F1 Score:  0.7752
Relation Edit Distance Metrics:
	Overall Average:  0.2734
		2-Hop:  0.2303
		4-Hop:  0.4441
		3-Hop:  0.2957

Score for iteration 9800
Answer Metrics
	Hits@1:  0.8837
	Hits@3:  0.9505
	Hits@5:  0.9614
	Hits@10:  0.9769
	Hits@20:  0.9910
	MRR:  0.9197
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8795
		MRR:  0.9198
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9288
	3-Hop
		Hits@1:  0.8861
		MRR:  0.9159
Valid Action Count at Each Step
	Overall Average: 37.8707
		Step 1: 20.9075
		Step 2: 44.6248
		Step 3: 41.5503
		Step 4: 44.4004
Entropy Metrics
	Question Entropy:  0.0316
	Path Entropy:  0.1263
		Step 1:  0.0113
		Step 2:  0.0307
		Step 3:  0.0365
		Step 4:  0.0478
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4319
	Restart Rate:  0.0000
	No-Op Rate:  0.4319
	Cycle Rate:  0.0096
	Backtrack Rate:  0.0000
	Unique Edges:  2.2680
	Redundancy:  0.0024
	Avg Segment Hops:  2.2725
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0240
	F1 Score:  0.0465
GT-Edge Overlap Metrics
	Recall:  0.6598
	Precision:  0.6778
	F1 Score:  0.6644
Node-Set Overlap Metrics
	Recall:  0.8613
	Precision:  0.9252
	F1 Score:  0.8859
Path Edit Distance Metrics:
	Overall Average:  0.3541
		2-Hop:  0.3054
		4-Hop:  0.5684
		3-Hop:  0.3707
Relation-Set Overlap Metrics
	Recall:  0.7624
	Precision:  0.8401
	F1 Score:  0.7884
Relation Edit Distance Metrics:
	Overall Average:  0.2568
		2-Hop:  0.2290
		4-Hop:  0.3757
		3-Hop:  0.2677

Score for iteration 9900
Answer Metrics
	Hits@1:  0.8683
	Hits@3:  0.9524
	Hits@5:  0.9640
	Hits@10:  0.9807
	Hits@20:  0.9891
	MRR:  0.9135
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8763
		MRR:  0.9198
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9280
	3-Hop
		Hits@1:  0.8383
		MRR:  0.8940
Valid Action Count at Each Step
	Overall Average: 37.7272
		Step 1: 20.9075
		Step 2: 43.7672
		Step 3: 41.2670
		Step 4: 44.9670
Entropy Metrics
	Question Entropy:  0.0295
	Path Entropy:  0.1182
		Step 1:  0.0098
		Step 2:  0.0306
		Step 3:  0.0314
		Step 4:  0.0463
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4434
	Restart Rate:  0.0000
	No-Op Rate:  0.4434
	Cycle Rate:  0.0071
	Backtrack Rate:  0.0000
	Unique Edges:  2.2243
	Redundancy:  0.0018
	Avg Segment Hops:  2.2262
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0236
	F1 Score:  0.0459
GT-Edge Overlap Metrics
	Recall:  0.6561
	Precision:  0.6854
	F1 Score:  0.6663
Node-Set Overlap Metrics
	Recall:  0.8556
	Precision:  0.9281
	F1 Score:  0.8844
Path Edit Distance Metrics:
	Overall Average:  0.3518
		2-Hop:  0.2945
		4-Hop:  0.5642
		3-Hop:  0.3874
Relation-Set Overlap Metrics
	Recall:  0.7564
	Precision:  0.8467
	F1 Score:  0.7881
Relation Edit Distance Metrics:
	Overall Average:  0.2553
		2-Hop:  0.2188
		4-Hop:  0.3729
		3-Hop:  0.2853

Score for iteration 10000
Answer Metrics
	Hits@1:  0.8907
	Hits@3:  0.9537
	Hits@5:  0.9679
	Hits@10:  0.9781
	Hits@20:  0.9859
	MRR:  0.9265
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8849
		MRR:  0.9246
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9385
	3-Hop
		Hits@1:  0.8929
		MRR:  0.9257
Valid Action Count at Each Step
	Overall Average: 38.9476
		Step 1: 20.9075
		Step 2: 44.1999
		Step 3: 43.2307
		Step 4: 47.4524
Entropy Metrics
	Question Entropy:  0.0274
	Path Entropy:  0.1096
		Step 1:  0.0072
		Step 2:  0.0219
		Step 3:  0.0301
		Step 4:  0.0504
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4234
	Restart Rate:  0.0000
	No-Op Rate:  0.4234
	Cycle Rate:  0.0160
	Backtrack Rate:  0.0000
	Unique Edges:  2.3014
	Redundancy:  0.0013
	Avg Segment Hops:  2.3066
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0236
	F1 Score:  0.0458
GT-Edge Overlap Metrics
	Recall:  0.6557
	Precision:  0.6667
	F1 Score:  0.6564
Node-Set Overlap Metrics
	Recall:  0.8624
	Precision:  0.9241
	F1 Score:  0.8861
Path Edit Distance Metrics:
	Overall Average:  0.3643
		2-Hop:  0.3149
		4-Hop:  0.5573
		3-Hop:  0.3912
Relation-Set Overlap Metrics
	Recall:  0.7612
	Precision:  0.8339
	F1 Score:  0.7838
Relation Edit Distance Metrics:
	Overall Average:  0.2661
		2-Hop:  0.2374
		4-Hop:  0.3645
		3-Hop:  0.2872

Score for iteration 10100
Answer Metrics
	Hits@1:  0.8843
	Hits@3:  0.9479
	Hits@5:  0.9608
	Hits@10:  0.9743
	Hits@20:  0.9839
	MRR:  0.9197
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8891
		MRR:  0.9246
	4-Hop
		Hits@1:  0.8603
		MRR:  0.8999
	3-Hop
		Hits@1:  0.8838
		MRR:  0.9173
Valid Action Count at Each Step
	Overall Average: 39.7254
		Step 1: 20.9075
		Step 2: 42.9249
		Step 3: 43.3595
		Step 4: 51.7099
Entropy Metrics
	Question Entropy:  0.0357
	Path Entropy:  0.1429
		Step 1:  0.0146
		Step 2:  0.0314
		Step 3:  0.0336
		Step 4:  0.0633
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4112
	Restart Rate:  0.0000
	No-Op Rate:  0.4112
	Cycle Rate:  0.0187
	Backtrack Rate:  0.0000
	Unique Edges:  2.3509
	Redundancy:  0.0012
	Avg Segment Hops:  2.3554
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0212
	F1 Score:  0.0414
GT-Edge Overlap Metrics
	Recall:  0.6786
	Precision:  0.6877
	F1 Score:  0.6783
Node-Set Overlap Metrics
	Recall:  0.8729
	Precision:  0.9256
	F1 Score:  0.8927
Path Edit Distance Metrics:
	Overall Average:  0.3422
		2-Hop:  0.2933
		4-Hop:  0.5349
		3-Hop:  0.3681
Relation-Set Overlap Metrics
	Recall:  0.7775
	Precision:  0.8377
	F1 Score:  0.7956
Relation Edit Distance Metrics:
	Overall Average:  0.2522
		2-Hop:  0.2241
		4-Hop:  0.3506
		3-Hop:  0.2722

Score for iteration 10200
Answer Metrics
	Hits@1:  0.9036
	Hits@3:  0.9595
	Hits@5:  0.9704
	Hits@10:  0.9781
	Hits@20:  0.9878
	MRR:  0.9333
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8998
		MRR:  0.9306
	4-Hop
		Hits@1:  0.9106
		MRR:  0.9365
	3-Hop
		Hits@1:  0.9089
		MRR:  0.9376
Valid Action Count at Each Step
	Overall Average: 38.5549
		Step 1: 20.9075
		Step 2: 41.4030
		Step 3: 41.0400
		Step 4: 50.8693
Entropy Metrics
	Question Entropy:  0.0299
	Path Entropy:  0.1196
		Step 1:  0.0076
		Step 2:  0.0257
		Step 3:  0.0281
		Step 4:  0.0582
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4179
	Restart Rate:  0.0000
	No-Op Rate:  0.4179
	Cycle Rate:  0.0131
	Backtrack Rate:  0.0000
	Unique Edges:  2.3258
	Redundancy:  0.0013
	Avg Segment Hops:  2.3284
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0213
	F1 Score:  0.0414
GT-Edge Overlap Metrics
	Recall:  0.6944
	Precision:  0.7084
	F1 Score:  0.6972
Node-Set Overlap Metrics
	Recall:  0.8812
	Precision:  0.9367
	F1 Score:  0.9027
Path Edit Distance Metrics:
	Overall Average:  0.3213
		2-Hop:  0.2793
		4-Hop:  0.5070
		3-Hop:  0.3352
Relation-Set Overlap Metrics
	Recall:  0.7904
	Precision:  0.8580
	F1 Score:  0.8124
Relation Edit Distance Metrics:
	Overall Average:  0.2310
		2-Hop:  0.2097
		4-Hop:  0.3296
		3-Hop:  0.2365

Score for iteration 10300
Answer Metrics
	Hits@1:  0.8843
	Hits@3:  0.9492
	Hits@5:  0.9653
	Hits@10:  0.9775
	Hits@20:  0.9904
	MRR:  0.9203
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8699
		MRR:  0.9114
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9290
	3-Hop
		Hits@1:  0.9089
		MRR:  0.9359
Valid Action Count at Each Step
	Overall Average: 42.1173
		Step 1: 20.9075
		Step 2: 48.3713
		Step 3: 47.8043
		Step 4: 51.3862
Entropy Metrics
	Question Entropy:  0.0265
	Path Entropy:  0.1061
		Step 1:  0.0095
		Step 2:  0.0199
		Step 3:  0.0303
		Step 4:  0.0463
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4156
	Restart Rate:  0.0000
	No-Op Rate:  0.4156
	Cycle Rate:  0.0199
	Backtrack Rate:  0.0000
	Unique Edges:  2.3355
	Redundancy:  0.0011
	Avg Segment Hops:  2.3374
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0233
	F1 Score:  0.0453
GT-Edge Overlap Metrics
	Recall:  0.6742
	Precision:  0.6812
	F1 Score:  0.6727
Node-Set Overlap Metrics
	Recall:  0.8680
	Precision:  0.9246
	F1 Score:  0.8894
Path Edit Distance Metrics:
	Overall Average:  0.3484
		2-Hop:  0.3043
		4-Hop:  0.5545
		3-Hop:  0.3586
Relation-Set Overlap Metrics
	Recall:  0.7753
	Precision:  0.8385
	F1 Score:  0.7941
Relation Edit Distance Metrics:
	Overall Average:  0.2555
		2-Hop:  0.2310
		4-Hop:  0.3603
		3-Hop:  0.2652

Score for iteration 10400
Answer Metrics
	Hits@1:  0.8907
	Hits@3:  0.9512
	Hits@5:  0.9653
	Hits@10:  0.9730
	Hits@20:  0.9814
	MRR:  0.9239
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8987
		MRR:  0.9290
	4-Hop
		Hits@1:  0.9106
		MRR:  0.9361
	3-Hop
		Hits@1:  0.8656
		MRR:  0.9081
Valid Action Count at Each Step
	Overall Average: 43.8657
		Step 1: 20.9075
		Step 2: 49.2887
		Step 3: 49.1943
		Step 4: 56.0722
Entropy Metrics
	Question Entropy:  0.0281
	Path Entropy:  0.1125
		Step 1:  0.0078
		Step 2:  0.0250
		Step 3:  0.0280
		Step 4:  0.0517
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4057
	Restart Rate:  0.0000
	No-Op Rate:  0.4057
	Cycle Rate:  0.0296
	Backtrack Rate:  0.0000
	Unique Edges:  2.3728
	Redundancy:  0.0011
	Avg Segment Hops:  2.3772
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0229
	F1 Score:  0.0446
GT-Edge Overlap Metrics
	Recall:  0.6752
	Precision:  0.6753
	F1 Score:  0.6705
Node-Set Overlap Metrics
	Recall:  0.8709
	Precision:  0.9254
	F1 Score:  0.8915
Path Edit Distance Metrics:
	Overall Average:  0.3590
		2-Hop:  0.2899
		4-Hop:  0.5601
		3-Hop:  0.4248
Relation-Set Overlap Metrics
	Recall:  0.7738
	Precision:  0.8229
	F1 Score:  0.7869
Relation Edit Distance Metrics:
	Overall Average:  0.2689
		2-Hop:  0.2216
		4-Hop:  0.3715
		3-Hop:  0.3282

Score for iteration 10500
Answer Metrics
	Hits@1:  0.8760
	Hits@3:  0.9447
	Hits@5:  0.9595
	Hits@10:  0.9717
	Hits@20:  0.9801
	MRR:  0.9131
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8699
		MRR:  0.9103
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9375
	3-Hop
		Hits@1:  0.8724
		MRR:  0.9093
Valid Action Count at Each Step
	Overall Average: 43.9125
		Step 1: 20.9075
		Step 2: 49.2467
		Step 3: 48.7607
		Step 4: 56.7351
Entropy Metrics
	Question Entropy:  0.0311
	Path Entropy:  0.1244
		Step 1:  0.0106
		Step 2:  0.0248
		Step 3:  0.0319
		Step 4:  0.0571
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4100
	Restart Rate:  0.0000
	No-Op Rate:  0.4100
	Cycle Rate:  0.0258
	Backtrack Rate:  0.0000
	Unique Edges:  2.3567
	Redundancy:  0.0009
	Avg Segment Hops:  2.3599
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0223
	F1 Score:  0.0434
GT-Edge Overlap Metrics
	Recall:  0.6645
	Precision:  0.6672
	F1 Score:  0.6613
Node-Set Overlap Metrics
	Recall:  0.8649
	Precision:  0.9204
	F1 Score:  0.8859
Path Edit Distance Metrics:
	Overall Average:  0.3668
		2-Hop:  0.3006
		4-Hop:  0.5656
		3-Hop:  0.4271
Relation-Set Overlap Metrics
	Recall:  0.7661
	Precision:  0.8212
	F1 Score:  0.7816
Relation Edit Distance Metrics:
	Overall Average:  0.2728
		2-Hop:  0.2278
		4-Hop:  0.3743
		3-Hop:  0.3276

Score for iteration 10600
Answer Metrics
	Hits@1:  0.8734
	Hits@3:  0.9460
	Hits@5:  0.9659
	Hits@10:  0.9801
	Hits@20:  0.9859
	MRR:  0.9145
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9126
	4-Hop
		Hits@1:  0.8659
		MRR:  0.9079
	3-Hop
		Hits@1:  0.8861
		MRR:  0.9213
Valid Action Count at Each Step
	Overall Average: 37.6733
		Step 1: 20.9075
		Step 2: 40.0163
		Step 3: 42.1667
		Step 4: 47.6027
Entropy Metrics
	Question Entropy:  0.0316
	Path Entropy:  0.1264
		Step 1:  0.0128
		Step 2:  0.0300
		Step 3:  0.0249
		Step 4:  0.0587
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4483
	Restart Rate:  0.0000
	No-Op Rate:  0.4483
	Cycle Rate:  0.0039
	Backtrack Rate:  0.0000
	Unique Edges:  2.2069
	Redundancy:  0.0032
	Avg Segment Hops:  2.2069
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0215
	F1 Score:  0.0420
GT-Edge Overlap Metrics
	Recall:  0.6748
	Precision:  0.7109
	F1 Score:  0.6879
Node-Set Overlap Metrics
	Recall:  0.8629
	Precision:  0.9402
	F1 Score:  0.8939
Path Edit Distance Metrics:
	Overall Average:  0.3296
		2-Hop:  0.2882
		4-Hop:  0.5154
		3-Hop:  0.3424
Relation-Set Overlap Metrics
	Recall:  0.7675
	Precision:  0.8579
	F1 Score:  0.7998
Relation Edit Distance Metrics:
	Overall Average:  0.2406
		2-Hop:  0.2173
		4-Hop:  0.3338
		3-Hop:  0.2523

Score for iteration 10700
Answer Metrics
	Hits@1:  0.8959
	Hits@3:  0.9589
	Hits@5:  0.9685
	Hits@10:  0.9788
	Hits@20:  0.9865
	MRR:  0.9290
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9009
		MRR:  0.9321
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9288
	3-Hop
		Hits@1:  0.8838
		MRR:  0.9223
Valid Action Count at Each Step
	Overall Average: 41.4113
		Step 1: 20.9075
		Step 2: 44.5513
		Step 3: 46.6391
		Step 4: 53.5473
Entropy Metrics
	Question Entropy:  0.0301
	Path Entropy:  0.1205
		Step 1:  0.0118
		Step 2:  0.0253
		Step 3:  0.0292
		Step 4:  0.0543
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4147
	Restart Rate:  0.0000
	No-Op Rate:  0.4147
	Cycle Rate:  0.0254
	Backtrack Rate:  0.0000
	Unique Edges:  2.3406
	Redundancy:  0.0002
	Avg Segment Hops:  2.3413
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0217
	F1 Score:  0.0423
GT-Edge Overlap Metrics
	Recall:  0.6794
	Precision:  0.6860
	F1 Score:  0.6778
Node-Set Overlap Metrics
	Recall:  0.8714
	Precision:  0.9301
	F1 Score:  0.8943
Path Edit Distance Metrics:
	Overall Average:  0.3480
		2-Hop:  0.2881
		4-Hop:  0.5461
		3-Hop:  0.3950
Relation-Set Overlap Metrics
	Recall:  0.7768
	Precision:  0.8319
	F1 Score:  0.7927
Relation Edit Distance Metrics:
	Overall Average:  0.2586
		2-Hop:  0.2191
		4-Hop:  0.3575
		3-Hop:  0.3026

Score for iteration 10800
Answer Metrics
	Hits@1:  0.9094
	Hits@3:  0.9627
	Hits@5:  0.9717
	Hits@10:  0.9814
	Hits@20:  0.9891
	MRR:  0.9376
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9072
		MRR:  0.9363
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9310
	3-Hop
		Hits@1:  0.9180
		MRR:  0.9432
Valid Action Count at Each Step
	Overall Average: 41.9631
		Step 1: 20.9075
		Step 2: 46.6086
		Step 3: 47.4299
		Step 4: 52.9064
Entropy Metrics
	Question Entropy:  0.0254
	Path Entropy:  0.1015
		Step 1:  0.0092
		Step 2:  0.0211
		Step 3:  0.0231
		Step 4:  0.0480
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4304
	Restart Rate:  0.0000
	No-Op Rate:  0.4304
	Cycle Rate:  0.0137
	Backtrack Rate:  0.0000
	Unique Edges:  2.2776
	Redundancy:  0.0002
	Avg Segment Hops:  2.2783
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0220
	F1 Score:  0.0430
GT-Edge Overlap Metrics
	Recall:  0.6818
	Precision:  0.6986
	F1 Score:  0.6860
Node-Set Overlap Metrics
	Recall:  0.8730
	Precision:  0.9379
	F1 Score:  0.8986
Path Edit Distance Metrics:
	Overall Average:  0.3332
		2-Hop:  0.2774
		4-Hop:  0.5531
		3-Hop:  0.3628
Relation-Set Overlap Metrics
	Recall:  0.7779
	Precision:  0.8480
	F1 Score:  0.8009
Relation Edit Distance Metrics:
	Overall Average:  0.2423
		2-Hop:  0.2059
		4-Hop:  0.3701
		3-Hop:  0.2678

Score for iteration 10900
Answer Metrics
	Hits@1:  0.8972
	Hits@3:  0.9512
	Hits@5:  0.9666
	Hits@10:  0.9794
	Hits@20:  0.9871
	MRR:  0.9287
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8913
		MRR:  0.9249
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9362
	3-Hop
		Hits@1:  0.9021
		MRR:  0.9338
Valid Action Count at Each Step
	Overall Average: 42.5895
		Step 1: 20.9075
		Step 2: 45.4697
		Step 3: 49.0767
		Step 4: 54.9041
Entropy Metrics
	Question Entropy:  0.0274
	Path Entropy:  0.1094
		Step 1:  0.0098
		Step 2:  0.0285
		Step 3:  0.0261
		Step 4:  0.0450
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3997
	Restart Rate:  0.0000
	No-Op Rate:  0.3997
	Cycle Rate:  0.0350
	Backtrack Rate:  0.0000
	Unique Edges:  2.3985
	Redundancy:  0.0006
	Avg Segment Hops:  2.4010
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0222
	F1 Score:  0.0432
GT-Edge Overlap Metrics
	Recall:  0.6794
	Precision:  0.6730
	F1 Score:  0.6708
Node-Set Overlap Metrics
	Recall:  0.8768
	Precision:  0.9303
	F1 Score:  0.8967
Path Edit Distance Metrics:
	Overall Average:  0.3588
		2-Hop:  0.3093
		4-Hop:  0.5349
		3-Hop:  0.3927
Relation-Set Overlap Metrics
	Recall:  0.7791
	Precision:  0.8232
	F1 Score:  0.7891
Relation Edit Distance Metrics:
	Overall Average:  0.2676
		2-Hop:  0.2365
		4-Hop:  0.3534
		3-Hop:  0.2992

Score for iteration 11000
Answer Metrics
	Hits@1:  0.8991
	Hits@3:  0.9595
	Hits@5:  0.9672
	Hits@10:  0.9807
	Hits@20:  0.9878
	MRR:  0.9314
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8955
		MRR:  0.9302
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9282
	3-Hop
		Hits@1:  0.9043
		MRR:  0.9353
Valid Action Count at Each Step
	Overall Average: 44.1842
		Step 1: 20.9075
		Step 2: 51.0076
		Step 3: 50.8733
		Step 4: 53.9483
Entropy Metrics
	Question Entropy:  0.0252
	Path Entropy:  0.1009
		Step 1:  0.0092
		Step 2:  0.0235
		Step 3:  0.0199
		Step 4:  0.0483
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4277
	Restart Rate:  0.0000
	No-Op Rate:  0.4277
	Cycle Rate:  0.0171
	Backtrack Rate:  0.0000
	Unique Edges:  2.2841
	Redundancy:  0.0026
	Avg Segment Hops:  2.2892
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9955
	Precision:  0.0224
	F1 Score:  0.0437
GT-Edge Overlap Metrics
	Recall:  0.6677
	Precision:  0.6812
	F1 Score:  0.6698
Node-Set Overlap Metrics
	Recall:  0.8649
	Precision:  0.9297
	F1 Score:  0.8902
Path Edit Distance Metrics:
	Overall Average:  0.3503
		2-Hop:  0.2915
		4-Hop:  0.5894
		3-Hop:  0.3785
Relation-Set Overlap Metrics
	Recall:  0.7700
	Precision:  0.8394
	F1 Score:  0.7924
Relation Edit Distance Metrics:
	Overall Average:  0.2564
		2-Hop:  0.2202
		4-Hop:  0.3953
		3-Hop:  0.2771

Score for iteration 11100
Answer Metrics
	Hits@1:  0.8972
	Hits@3:  0.9563
	Hits@5:  0.9679
	Hits@10:  0.9775
	Hits@20:  0.9897
	MRR:  0.9300
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8923
		MRR:  0.9279
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9209
	3-Hop
		Hits@1:  0.9134
		MRR:  0.9381
Valid Action Count at Each Step
	Overall Average: 42.6227
		Step 1: 20.9075
		Step 2: 46.8702
		Step 3: 49.2742
		Step 4: 53.4389
Entropy Metrics
	Question Entropy:  0.0241
	Path Entropy:  0.0963
		Step 1:  0.0097
		Step 2:  0.0250
		Step 3:  0.0247
		Step 4:  0.0368
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4187
	Restart Rate:  0.0000
	No-Op Rate:  0.4187
	Cycle Rate:  0.0198
	Backtrack Rate:  0.0000
	Unique Edges:  2.3175
	Redundancy:  0.0026
	Avg Segment Hops:  2.3252
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9955
	Precision:  0.0230
	F1 Score:  0.0448
GT-Edge Overlap Metrics
	Recall:  0.6774
	Precision:  0.6883
	F1 Score:  0.6779
Node-Set Overlap Metrics
	Recall:  0.8722
	Precision:  0.9321
	F1 Score:  0.8952
Path Edit Distance Metrics:
	Overall Average:  0.3424
		2-Hop:  0.2923
		4-Hop:  0.5545
		3-Hop:  0.3629
Relation-Set Overlap Metrics
	Recall:  0.7778
	Precision:  0.8451
	F1 Score:  0.7993
Relation Edit Distance Metrics:
	Overall Average:  0.2499
		2-Hop:  0.2217
		4-Hop:  0.3687
		3-Hop:  0.2618

Score for iteration 11200
Answer Metrics
	Hits@1:  0.8740
	Hits@3:  0.9634
	Hits@5:  0.9769
	Hits@10:  0.9820
	Hits@20:  0.9897
	MRR:  0.9199
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9188
	4-Hop
		Hits@1:  0.9106
		MRR:  0.9351
	3-Hop
		Hits@1:  0.8702
		MRR:  0.9162
Valid Action Count at Each Step
	Overall Average: 37.7035
		Step 1: 20.9075
		Step 2: 42.1720
		Step 3: 42.1615
		Step 4: 45.5730
Entropy Metrics
	Question Entropy:  0.0243
	Path Entropy:  0.0974
		Step 1:  0.0116
		Step 2:  0.0273
		Step 3:  0.0235
		Step 4:  0.0350
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4389
	Restart Rate:  0.0000
	No-Op Rate:  0.4389
	Cycle Rate:  0.0114
	Backtrack Rate:  0.0000
	Unique Edges:  2.2410
	Redundancy:  0.0014
	Avg Segment Hops:  2.2442
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0224
	F1 Score:  0.0437
GT-Edge Overlap Metrics
	Recall:  0.6703
	Precision:  0.7009
	F1 Score:  0.6788
Node-Set Overlap Metrics
	Recall:  0.8601
	Precision:  0.9338
	F1 Score:  0.8894
Path Edit Distance Metrics:
	Overall Average:  0.3435
		2-Hop:  0.2976
		4-Hop:  0.5559
		3-Hop:  0.3550
Relation-Set Overlap Metrics
	Recall:  0.7661
	Precision:  0.8502
	F1 Score:  0.7936
Relation Edit Distance Metrics:
	Overall Average:  0.2523
		2-Hop:  0.2265
		4-Hop:  0.3645
		3-Hop:  0.2616

Score for iteration 11300
Answer Metrics
	Hits@1:  0.8143
	Hits@3:  0.9293
	Hits@5:  0.9467
	Hits@10:  0.9640
	Hits@20:  0.9769
	MRR:  0.8762
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8465
		MRR:  0.8988
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9193
	3-Hop
		Hits@1:  0.7130
		MRR:  0.8106
Valid Action Count at Each Step
	Overall Average: 49.3167
		Step 1: 20.9075
		Step 2: 59.5209
		Step 3: 59.5697
		Step 4: 57.2687
Entropy Metrics
	Question Entropy:  0.0239
	Path Entropy:  0.0954
		Step 1:  0.0109
		Step 2:  0.0244
		Step 3:  0.0243
		Step 4:  0.0359
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3981
	Restart Rate:  0.0000
	No-Op Rate:  0.3981
	Cycle Rate:  0.0348
	Backtrack Rate:  0.0000
	Unique Edges:  2.3985
	Redundancy:  0.0023
	Avg Segment Hops:  2.4075
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0225
	F1 Score:  0.0438
GT-Edge Overlap Metrics
	Recall:  0.6384
	Precision:  0.6190
	F1 Score:  0.6220
Node-Set Overlap Metrics
	Recall:  0.8446
	Precision:  0.8927
	F1 Score:  0.8611
Path Edit Distance Metrics:
	Overall Average:  0.4175
		2-Hop:  0.3247
		4-Hop:  0.6592
		3-Hop:  0.5171
Relation-Set Overlap Metrics
	Recall:  0.7467
	Precision:  0.7806
	F1 Score:  0.7494
Relation Edit Distance Metrics:
	Overall Average:  0.3185
		2-Hop:  0.2535
		4-Hop:  0.4483
		3-Hop:  0.4045

Score for iteration 11400
Answer Metrics
	Hits@1:  0.8843
	Hits@3:  0.9505
	Hits@5:  0.9627
	Hits@10:  0.9737
	Hits@20:  0.9846
	MRR:  0.9202
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8902
		MRR:  0.9254
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9319
	3-Hop
		Hits@1:  0.8656
		MRR:  0.9044
Valid Action Count at Each Step
	Overall Average: 39.8178
		Step 1: 20.9075
		Step 2: 44.2155
		Step 3: 43.1882
		Step 4: 50.9601
Entropy Metrics
	Question Entropy:  0.0274
	Path Entropy:  0.1096
		Step 1:  0.0073
		Step 2:  0.0265
		Step 3:  0.0249
		Step 4:  0.0509
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4189
	Restart Rate:  0.0000
	No-Op Rate:  0.4189
	Cycle Rate:  0.0187
	Backtrack Rate:  0.0000
	Unique Edges:  2.3226
	Redundancy:  0.0011
	Avg Segment Hops:  2.3246
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0212
	F1 Score:  0.0414
GT-Edge Overlap Metrics
	Recall:  0.6862
	Precision:  0.6957
	F1 Score:  0.6865
Node-Set Overlap Metrics
	Recall:  0.8712
	Precision:  0.9287
	F1 Score:  0.8933
Path Edit Distance Metrics:
	Overall Average:  0.3382
		2-Hop:  0.2782
		4-Hop:  0.5489
		3-Hop:  0.3804
Relation-Set Overlap Metrics
	Recall:  0.7796
	Precision:  0.8385
	F1 Score:  0.7976
Relation Edit Distance Metrics:
	Overall Average:  0.2491
		2-Hop:  0.2106
		4-Hop:  0.3631
		3-Hop:  0.2849

Score for iteration 11500
Answer Metrics
	Hits@1:  0.7937
	Hits@3:  0.9075
	Hits@5:  0.9473
	Hits@10:  0.9666
	Hits@20:  0.9801
	MRR:  0.8590
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8443
		MRR:  0.8976
	4-Hop
		Hits@1:  0.5754
		MRR:  0.6946
	3-Hop
		Hits@1:  0.7745
		MRR:  0.8435
Valid Action Count at Each Step
	Overall Average: 45.0661
		Step 1: 20.9075
		Step 2: 48.1340
		Step 3: 51.2312
		Step 4: 59.9917
Entropy Metrics
	Question Entropy:  0.0223
	Path Entropy:  0.0891
		Step 1:  0.0098
		Step 2:  0.0216
		Step 3:  0.0206
		Step 4:  0.0371
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4208
	Restart Rate:  0.0000
	No-Op Rate:  0.4208
	Cycle Rate:  0.0175
	Backtrack Rate:  0.0000
	Unique Edges:  2.3149
	Redundancy:  0.0018
	Avg Segment Hops:  2.3168
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0223
	F1 Score:  0.0435
GT-Edge Overlap Metrics
	Recall:  0.6439
	Precision:  0.6485
	F1 Score:  0.6408
Node-Set Overlap Metrics
	Recall:  0.8456
	Precision:  0.9038
	F1 Score:  0.8671
Path Edit Distance Metrics:
	Overall Average:  0.3852
		2-Hop:  0.3188
		4-Hop:  0.6522
		3-Hop:  0.4184
Relation-Set Overlap Metrics
	Recall:  0.7454
	Precision:  0.8040
	F1 Score:  0.7611
Relation Edit Distance Metrics:
	Overall Average:  0.2922
		2-Hop:  0.2443
		4-Hop:  0.4707
		3-Hop:  0.3218

Score for iteration 11600
Answer Metrics
	Hits@1:  0.8670
	Hits@3:  0.9499
	Hits@5:  0.9634
	Hits@10:  0.9769
	Hits@20:  0.9865
	MRR:  0.9108
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8742
		MRR:  0.9157
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9164
	3-Hop
		Hits@1:  0.8451
		MRR:  0.8980
Valid Action Count at Each Step
	Overall Average: 41.7203
		Step 1: 20.9075
		Step 2: 44.1210
		Step 3: 47.3855
		Step 4: 54.4670
Entropy Metrics
	Question Entropy:  0.0243
	Path Entropy:  0.0971
		Step 1:  0.0083
		Step 2:  0.0212
		Step 3:  0.0274
		Step 4:  0.0401
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3920
	Restart Rate:  0.0000
	No-Op Rate:  0.3920
	Cycle Rate:  0.0304
	Backtrack Rate:  0.0000
	Unique Edges:  2.4280
	Redundancy:  0.0017
	Avg Segment Hops:  2.4319
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0215
	F1 Score:  0.0419
GT-Edge Overlap Metrics
	Recall:  0.6835
	Precision:  0.6775
	F1 Score:  0.6752
Node-Set Overlap Metrics
	Recall:  0.8739
	Precision:  0.9178
	F1 Score:  0.8895
Path Edit Distance Metrics:
	Overall Average:  0.3503
		2-Hop:  0.3092
		4-Hop:  0.5503
		3-Hop:  0.3567
Relation-Set Overlap Metrics
	Recall:  0.7844
	Precision:  0.8292
	F1 Score:  0.7955
Relation Edit Distance Metrics:
	Overall Average:  0.2582
		2-Hop:  0.2395
		4-Hop:  0.3589
		3-Hop:  0.2572

Score for iteration 11700
Answer Metrics
	Hits@1:  0.8824
	Hits@3:  0.9505
	Hits@5:  0.9659
	Hits@10:  0.9801
	Hits@20:  0.9897
	MRR:  0.9199
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8881
		MRR:  0.9248
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9250
	3-Hop
		Hits@1:  0.8633
		MRR:  0.9073
Valid Action Count at Each Step
	Overall Average: 42.6078
		Step 1: 20.9075
		Step 2: 47.8602
		Step 3: 49.3853
		Step 4: 52.2782
Entropy Metrics
	Question Entropy:  0.0237
	Path Entropy:  0.0950
		Step 1:  0.0103
		Step 2:  0.0221
		Step 3:  0.0222
		Step 4:  0.0403
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4431
	Restart Rate:  0.0000
	No-Op Rate:  0.4431
	Cycle Rate:  0.0175
	Backtrack Rate:  0.0000
	Unique Edges:  2.2269
	Redundancy:  0.0021
	Avg Segment Hops:  2.2275
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0228
	F1 Score:  0.0444
GT-Edge Overlap Metrics
	Recall:  0.6548
	Precision:  0.6745
	F1 Score:  0.6593
Node-Set Overlap Metrics
	Recall:  0.8533
	Precision:  0.9307
	F1 Score:  0.8837
Path Edit Distance Metrics:
	Overall Average:  0.3627
		2-Hop:  0.2914
		4-Hop:  0.5894
		3-Hop:  0.4226
Relation-Set Overlap Metrics
	Recall:  0.7586
	Precision:  0.8413
	F1 Score:  0.7855
Relation Edit Distance Metrics:
	Overall Average:  0.2648
		2-Hop:  0.2193
		4-Hop:  0.3980
		3-Hop:  0.3075

Score for iteration 11800
Answer Metrics
	Hits@1:  0.8760
	Hits@3:  0.9531
	Hits@5:  0.9640
	Hits@10:  0.9781
	Hits@20:  0.9871
	MRR:  0.9170
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8870
		MRR:  0.9251
	4-Hop
		Hits@1:  0.8603
		MRR:  0.8973
	3-Hop
		Hits@1:  0.8588
		MRR:  0.9079
Valid Action Count at Each Step
	Overall Average: 48.2422
		Step 1: 20.9075
		Step 2: 56.1031
		Step 3: 55.4442
		Step 4: 60.5140
Entropy Metrics
	Question Entropy:  0.0241
	Path Entropy:  0.0964
		Step 1:  0.0090
		Step 2:  0.0229
		Step 3:  0.0236
		Step 4:  0.0410
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4091
	Restart Rate:  0.0000
	No-Op Rate:  0.4091
	Cycle Rate:  0.0401
	Backtrack Rate:  0.0000
	Unique Edges:  2.3586
	Redundancy:  0.0026
	Avg Segment Hops:  2.3638
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0232
	F1 Score:  0.0451
GT-Edge Overlap Metrics
	Recall:  0.6477
	Precision:  0.6415
	F1 Score:  0.6392
Node-Set Overlap Metrics
	Recall:  0.8532
	Precision:  0.9147
	F1 Score:  0.8760
Path Edit Distance Metrics:
	Overall Average:  0.3896
		2-Hop:  0.3123
		4-Hop:  0.6215
		3-Hop:  0.4603
Relation-Set Overlap Metrics
	Recall:  0.7558
	Precision:  0.8060
	F1 Score:  0.7678
Relation Edit Distance Metrics:
	Overall Average:  0.2956
		2-Hop:  0.2448
		4-Hop:  0.4232
		3-Hop:  0.3521

Score for iteration 11900
Answer Metrics
	Hits@1:  0.8618
	Hits@3:  0.9325
	Hits@5:  0.9512
	Hits@10:  0.9672
	Hits@20:  0.9775
	MRR:  0.9013
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8603
		MRR:  0.8991
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9185
	3-Hop
		Hits@1:  0.8519
		MRR:  0.8989
Valid Action Count at Each Step
	Overall Average: 47.2027
		Step 1: 20.9075
		Step 2: 50.2061
		Step 3: 53.7697
		Step 4: 63.9276
Entropy Metrics
	Question Entropy:  0.0255
	Path Entropy:  0.1019
		Step 1:  0.0083
		Step 2:  0.0236
		Step 3:  0.0218
		Step 4:  0.0481
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3879
	Restart Rate:  0.0000
	No-Op Rate:  0.3879
	Cycle Rate:  0.0317
	Backtrack Rate:  0.0000
	Unique Edges:  2.4370
	Redundancy:  0.0029
	Avg Segment Hops:  2.4486
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0207
	F1 Score:  0.0404
GT-Edge Overlap Metrics
	Recall:  0.6668
	Precision:  0.6534
	F1 Score:  0.6534
Node-Set Overlap Metrics
	Recall:  0.8643
	Precision:  0.9066
	F1 Score:  0.8782
Path Edit Distance Metrics:
	Overall Average:  0.3736
		2-Hop:  0.3332
		4-Hop:  0.5782
		3-Hop:  0.3766
Relation-Set Overlap Metrics
	Recall:  0.7757
	Precision:  0.8225
	F1 Score:  0.7851
Relation Edit Distance Metrics:
	Overall Average:  0.2768
		2-Hop:  0.2578
		4-Hop:  0.3841
		3-Hop:  0.2737

Score for iteration 12000
Answer Metrics
	Hits@1:  0.9017
	Hits@3:  0.9537
	Hits@5:  0.9698
	Hits@10:  0.9807
	Hits@20:  0.9897
	MRR:  0.9310
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9019
		MRR:  0.9302
	4-Hop
		Hits@1:  0.9274
		MRR:  0.9454
	3-Hop
		Hits@1:  0.8907
		MRR:  0.9269
Valid Action Count at Each Step
	Overall Average: 43.7118
		Step 1: 20.9075
		Step 2: 46.1815
		Step 3: 50.6315
		Step 4: 57.1268
Entropy Metrics
	Question Entropy:  0.0219
	Path Entropy:  0.0877
		Step 1:  0.0108
		Step 2:  0.0204
		Step 3:  0.0181
		Step 4:  0.0384
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4325
	Restart Rate:  0.0000
	No-Op Rate:  0.4325
	Cycle Rate:  0.0128
	Backtrack Rate:  0.0000
	Unique Edges:  2.2674
	Redundancy:  0.0013
	Avg Segment Hops:  2.2699
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0214
	F1 Score:  0.0418
GT-Edge Overlap Metrics
	Recall:  0.6789
	Precision:  0.6989
	F1 Score:  0.6841
Node-Set Overlap Metrics
	Recall:  0.8698
	Precision:  0.9372
	F1 Score:  0.8964
Path Edit Distance Metrics:
	Overall Average:  0.3348
		2-Hop:  0.2726
		4-Hop:  0.5531
		3-Hop:  0.3789
Relation-Set Overlap Metrics
	Recall:  0.7808
	Precision:  0.8588
	F1 Score:  0.8069
Relation Edit Distance Metrics:
	Overall Average:  0.2409
		2-Hop:  0.2018
		4-Hop:  0.3534
		3-Hop:  0.2787

Score for iteration 12100
Answer Metrics
	Hits@1:  0.8593
	Hits@3:  0.9492
	Hits@5:  0.9640
	Hits@10:  0.9794
	Hits@20:  0.9871
	MRR:  0.9067
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8977
		MRR:  0.9319
	4-Hop
		Hits@1:  0.7039
		MRR:  0.7889
	3-Hop
		Hits@1:  0.8405
		MRR:  0.9010
Valid Action Count at Each Step
	Overall Average: 43.5551
		Step 1: 20.9075
		Step 2: 46.7259
		Step 3: 49.9022
		Step 4: 56.6851
Entropy Metrics
	Question Entropy:  0.0243
	Path Entropy:  0.0973
		Step 1:  0.0116
		Step 2:  0.0267
		Step 3:  0.0241
		Step 4:  0.0348
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4197
	Restart Rate:  0.0000
	No-Op Rate:  0.4197
	Cycle Rate:  0.0368
	Backtrack Rate:  0.0000
	Unique Edges:  2.3181
	Redundancy:  0.0027
	Avg Segment Hops:  2.3213
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0228
	F1 Score:  0.0443
GT-Edge Overlap Metrics
	Recall:  0.6677
	Precision:  0.6735
	F1 Score:  0.6658
Node-Set Overlap Metrics
	Recall:  0.8615
	Precision:  0.9312
	F1 Score:  0.8884
Path Edit Distance Metrics:
	Overall Average:  0.3655
		2-Hop:  0.2791
		4-Hop:  0.6299
		3-Hop:  0.4421
Relation-Set Overlap Metrics
	Recall:  0.7656
	Precision:  0.8252
	F1 Score:  0.7829
Relation Edit Distance Metrics:
	Overall Average:  0.2757
		2-Hop:  0.2165
		4-Hop:  0.4427
		3-Hop:  0.3339

Score for iteration 12200
Answer Metrics
	Hits@1:  0.8631
	Hits@3:  0.9428
	Hits@5:  0.9653
	Hits@10:  0.9807
	Hits@20:  0.9878
	MRR:  0.9077
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8753
		MRR:  0.9163
	4-Hop
		Hits@1:  0.8101
		MRR:  0.8574
	3-Hop
		Hits@1:  0.8588
		MRR:  0.9099
Valid Action Count at Each Step
	Overall Average: 43.7662
		Step 1: 20.9075
		Step 2: 47.3174
		Step 3: 50.3783
		Step 4: 56.4614
Entropy Metrics
	Question Entropy:  0.0200
	Path Entropy:  0.0800
		Step 1:  0.0077
		Step 2:  0.0166
		Step 3:  0.0226
		Step 4:  0.0331
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4330
	Restart Rate:  0.0000
	No-Op Rate:  0.4330
	Cycle Rate:  0.0237
	Backtrack Rate:  0.0000
	Unique Edges:  2.2648
	Redundancy:  0.0041
	Avg Segment Hops:  2.2680
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0231
	F1 Score:  0.0449
GT-Edge Overlap Metrics
	Recall:  0.6498
	Precision:  0.6658
	F1 Score:  0.6518
Node-Set Overlap Metrics
	Recall:  0.8519
	Precision:  0.9269
	F1 Score:  0.8807
Path Edit Distance Metrics:
	Overall Average:  0.3743
		2-Hop:  0.2960
		4-Hop:  0.6327
		3-Hop:  0.4360
Relation-Set Overlap Metrics
	Recall:  0.7573
	Precision:  0.8347
	F1 Score:  0.7816
Relation Edit Distance Metrics:
	Overall Average:  0.2745
		2-Hop:  0.2229
		4-Hop:  0.4372
		3-Hop:  0.3185

Score for iteration 12300
Answer Metrics
	Hits@1:  0.9081
	Hits@3:  0.9537
	Hits@5:  0.9711
	Hits@10:  0.9788
	Hits@20:  0.9871
	MRR:  0.9348
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9094
		MRR:  0.9375
	4-Hop
		Hits@1:  0.9274
		MRR:  0.9400
	3-Hop
		Hits@1:  0.8975
		MRR:  0.9270
Valid Action Count at Each Step
	Overall Average: 43.1124
		Step 1: 20.9075
		Step 2: 46.8782
		Step 3: 49.3500
		Step 4: 55.3139
Entropy Metrics
	Question Entropy:  0.0207
	Path Entropy:  0.0827
		Step 1:  0.0082
		Step 2:  0.0238
		Step 3:  0.0199
		Step 4:  0.0309
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4100
	Restart Rate:  0.0000
	No-Op Rate:  0.4100
	Cycle Rate:  0.0250
	Backtrack Rate:  0.0000
	Unique Edges:  2.3567
	Redundancy:  0.0021
	Avg Segment Hops:  2.3599
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0216
	F1 Score:  0.0421
GT-Edge Overlap Metrics
	Recall:  0.6914
	Precision:  0.6923
	F1 Score:  0.6868
Node-Set Overlap Metrics
	Recall:  0.8771
	Precision:  0.9321
	F1 Score:  0.8978
Path Edit Distance Metrics:
	Overall Average:  0.3400
		2-Hop:  0.2694
		4-Hop:  0.5908
		3-Hop:  0.3886
Relation-Set Overlap Metrics
	Recall:  0.7890
	Precision:  0.8407
	F1 Score:  0.8027
Relation Edit Distance Metrics:
	Overall Average:  0.2487
		2-Hop:  0.2034
		4-Hop:  0.3883
		3-Hop:  0.2885

Score for iteration 12400
Answer Metrics
	Hits@1:  0.8631
	Hits@3:  0.9499
	Hits@5:  0.9640
	Hits@10:  0.9801
	Hits@20:  0.9904
	MRR:  0.9101
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8593
		MRR:  0.9113
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9221
	3-Hop
		Hits@1:  0.8588
		MRR:  0.9024
Valid Action Count at Each Step
	Overall Average: 37.5345
		Step 1: 20.9075
		Step 2: 40.8005
		Step 3: 42.1611
		Step 4: 46.2690
Entropy Metrics
	Question Entropy:  0.0198
	Path Entropy:  0.0791
		Step 1:  0.0112
		Step 2:  0.0198
		Step 3:  0.0187
		Step 4:  0.0294
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4486
	Restart Rate:  0.0000
	No-Op Rate:  0.4486
	Cycle Rate:  0.0077
	Backtrack Rate:  0.0000
	Unique Edges:  2.2057
	Redundancy:  0.0032
	Avg Segment Hops:  2.2057
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0229
	F1 Score:  0.0446
GT-Edge Overlap Metrics
	Recall:  0.6693
	Precision:  0.7068
	F1 Score:  0.6818
Node-Set Overlap Metrics
	Recall:  0.8575
	Precision:  0.9364
	F1 Score:  0.8886
Path Edit Distance Metrics:
	Overall Average:  0.3391
		2-Hop:  0.2891
		4-Hop:  0.5573
		3-Hop:  0.3569
Relation-Set Overlap Metrics
	Recall:  0.7599
	Precision:  0.8509
	F1 Score:  0.7912
Relation Edit Distance Metrics:
	Overall Average:  0.2522
		2-Hop:  0.2214
		4-Hop:  0.3813
		3-Hop:  0.2656

Score for iteration 12500
Answer Metrics
	Hits@1:  0.8888
	Hits@3:  0.9537
	Hits@5:  0.9685
	Hits@10:  0.9794
	Hits@20:  0.9871
	MRR:  0.9246
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8870
		MRR:  0.9243
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9168
	3-Hop
		Hits@1:  0.8952
		MRR:  0.9286
Valid Action Count at Each Step
	Overall Average: 41.8770
		Step 1: 20.9075
		Step 2: 46.3753
		Step 3: 47.8307
		Step 4: 52.3946
Entropy Metrics
	Question Entropy:  0.0197
	Path Entropy:  0.0790
		Step 1:  0.0087
		Step 2:  0.0193
		Step 3:  0.0187
		Step 4:  0.0323
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4120
	Restart Rate:  0.0000
	No-Op Rate:  0.4120
	Cycle Rate:  0.0178
	Backtrack Rate:  0.0000
	Unique Edges:  2.3477
	Redundancy:  0.0024
	Avg Segment Hops:  2.3522
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0228
	F1 Score:  0.0443
GT-Edge Overlap Metrics
	Recall:  0.6902
	Precision:  0.6953
	F1 Score:  0.6883
Node-Set Overlap Metrics
	Recall:  0.8778
	Precision:  0.9297
	F1 Score:  0.8972
Path Edit Distance Metrics:
	Overall Average:  0.3333
		2-Hop:  0.2718
		4-Hop:  0.5824
		3-Hop:  0.3633
Relation-Set Overlap Metrics
	Recall:  0.7893
	Precision:  0.8474
	F1 Score:  0.8065
Relation Edit Distance Metrics:
	Overall Average:  0.2416
		2-Hop:  0.2075
		4-Hop:  0.3715
		3-Hop:  0.2614

Score for iteration 12600
Answer Metrics
	Hits@1:  0.9010
	Hits@3:  0.9602
	Hits@5:  0.9717
	Hits@10:  0.9794
	Hits@20:  0.9891
	MRR:  0.9337
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8891
		MRR:  0.9274
	4-Hop
		Hits@1:  0.9218
		MRR:  0.9410
	3-Hop
		Hits@1:  0.9180
		MRR:  0.9441
Valid Action Count at Each Step
	Overall Average: 41.0193
		Step 1: 20.9075
		Step 2: 44.7944
		Step 3: 46.3821
		Step 4: 51.9931
Entropy Metrics
	Question Entropy:  0.0218
	Path Entropy:  0.0873
		Step 1:  0.0102
		Step 2:  0.0261
		Step 3:  0.0211
		Step 4:  0.0300
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4227
	Restart Rate:  0.0000
	No-Op Rate:  0.4227
	Cycle Rate:  0.0223
	Backtrack Rate:  0.0000
	Unique Edges:  2.3066
	Redundancy:  0.0020
	Avg Segment Hops:  2.3091
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0231
	F1 Score:  0.0449
GT-Edge Overlap Metrics
	Recall:  0.6814
	Precision:  0.6894
	F1 Score:  0.6803
Node-Set Overlap Metrics
	Recall:  0.8704
	Precision:  0.9347
	F1 Score:  0.8951
Path Edit Distance Metrics:
	Overall Average:  0.3450
		2-Hop:  0.2826
		4-Hop:  0.5880
		3-Hop:  0.3791
Relation-Set Overlap Metrics
	Recall:  0.7784
	Precision:  0.8421
	F1 Score:  0.7970
Relation Edit Distance Metrics:
	Overall Average:  0.2526
		2-Hop:  0.2132
		4-Hop:  0.3925
		3-Hop:  0.2798

Score for iteration 12700
Answer Metrics
	Hits@1:  0.8920
	Hits@3:  0.9595
	Hits@5:  0.9704
	Hits@10:  0.9788
	Hits@20:  0.9884
	MRR:  0.9281
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8774
		MRR:  0.9214
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9353
	3-Hop
		Hits@1:  0.9134
		MRR:  0.9397
Valid Action Count at Each Step
	Overall Average: 39.3980
		Step 1: 20.9075
		Step 2: 41.1562
		Step 3: 43.6404
		Step 4: 51.8878
Entropy Metrics
	Question Entropy:  0.0215
	Path Entropy:  0.0860
		Step 1:  0.0105
		Step 2:  0.0195
		Step 3:  0.0218
		Step 4:  0.0341
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4203
	Restart Rate:  0.0000
	No-Op Rate:  0.4203
	Cycle Rate:  0.0171
	Backtrack Rate:  0.0000
	Unique Edges:  2.3143
	Redundancy:  0.0019
	Avg Segment Hops:  2.3188
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0218
	F1 Score:  0.0425
GT-Edge Overlap Metrics
	Recall:  0.6844
	Precision:  0.6948
	F1 Score:  0.6848
Node-Set Overlap Metrics
	Recall:  0.8721
	Precision:  0.9310
	F1 Score:  0.8944
Path Edit Distance Metrics:
	Overall Average:  0.3372
		2-Hop:  0.2879
		4-Hop:  0.5768
		3-Hop:  0.3449
Relation-Set Overlap Metrics
	Recall:  0.7783
	Precision:  0.8424
	F1 Score:  0.7977
Relation Edit Distance Metrics:
	Overall Average:  0.2489
		2-Hop:  0.2217
		4-Hop:  0.3785
		3-Hop:  0.2544

Score for iteration 12800
Answer Metrics
	Hits@1:  0.8740
	Hits@3:  0.9499
	Hits@5:  0.9621
	Hits@10:  0.9704
	Hits@20:  0.9814
	MRR:  0.9127
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8646
		MRR:  0.9086
	4-Hop
		Hits@1:  0.9106
		MRR:  0.9305
	3-Hop
		Hits@1:  0.8793
		MRR:  0.9143
Valid Action Count at Each Step
	Overall Average: 43.6443
		Step 1: 20.9075
		Step 2: 44.4070
		Step 3: 52.0489
		Step 4: 57.2141
Entropy Metrics
	Question Entropy:  0.0247
	Path Entropy:  0.0990
		Step 1:  0.0111
		Step 2:  0.0205
		Step 3:  0.0259
		Step 4:  0.0415
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4002
	Restart Rate:  0.0000
	No-Op Rate:  0.4002
	Cycle Rate:  0.0389
	Backtrack Rate:  0.0000
	Unique Edges:  2.3933
	Redundancy:  0.0015
	Avg Segment Hops:  2.3991
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0219
	F1 Score:  0.0426
GT-Edge Overlap Metrics
	Recall:  0.6799
	Precision:  0.6688
	F1 Score:  0.6686
Node-Set Overlap Metrics
	Recall:  0.8655
	Precision:  0.9214
	F1 Score:  0.8866
Path Edit Distance Metrics:
	Overall Average:  0.3652
		2-Hop:  0.3070
		4-Hop:  0.5880
		3-Hop:  0.3986
Relation-Set Overlap Metrics
	Recall:  0.7757
	Precision:  0.8129
	F1 Score:  0.7808
Relation Edit Distance Metrics:
	Overall Average:  0.2776
		2-Hop:  0.2408
		4-Hop:  0.3953
		3-Hop:  0.3083

Score for iteration 12900
Answer Metrics
	Hits@1:  0.9107
	Hits@3:  0.9672
	Hits@5:  0.9762
	Hits@10:  0.9833
	Hits@20:  0.9878
	MRR:  0.9404
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9094
		MRR:  0.9419
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9250
	3-Hop
		Hits@1:  0.9180
		MRR:  0.9435
Valid Action Count at Each Step
	Overall Average: 39.3361
		Step 1: 20.9075
		Step 2: 41.8824
		Step 3: 43.9966
		Step 4: 50.5580
Entropy Metrics
	Question Entropy:  0.0205
	Path Entropy:  0.0819
		Step 1:  0.0108
		Step 2:  0.0164
		Step 3:  0.0211
		Step 4:  0.0337
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4459
	Restart Rate:  0.0000
	No-Op Rate:  0.4459
	Cycle Rate:  0.0057
	Backtrack Rate:  0.0000
	Unique Edges:  2.2166
	Redundancy:  0.0013
	Avg Segment Hops:  2.2166
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0222
	F1 Score:  0.0432
GT-Edge Overlap Metrics
	Recall:  0.6785
	Precision:  0.7060
	F1 Score:  0.6881
Node-Set Overlap Metrics
	Recall:  0.8698
	Precision:  0.9441
	F1 Score:  0.8995
Path Edit Distance Metrics:
	Overall Average:  0.3288
		2-Hop:  0.2657
		4-Hop:  0.5950
		3-Hop:  0.3550
Relation-Set Overlap Metrics
	Recall:  0.7766
	Precision:  0.8629
	F1 Score:  0.8069
Relation Edit Distance Metrics:
	Overall Average:  0.2336
		2-Hop:  0.1945
		4-Hop:  0.3953
		3-Hop:  0.2511

Score for iteration 13000
Answer Metrics
	Hits@1:  0.8702
	Hits@3:  0.9505
	Hits@5:  0.9627
	Hits@10:  0.9743
	Hits@20:  0.9833
	MRR:  0.9132
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8817
		MRR:  0.9214
	4-Hop
		Hits@1:  0.8492
		MRR:  0.8961
	3-Hop
		Hits@1:  0.8542
		MRR:  0.9027
Valid Action Count at Each Step
	Overall Average: 41.9362
		Step 1: 20.9075
		Step 2: 42.1503
		Step 3: 49.6330
		Step 4: 55.0539
Entropy Metrics
	Question Entropy:  0.0214
	Path Entropy:  0.0855
		Step 1:  0.0070
		Step 2:  0.0191
		Step 3:  0.0210
		Step 4:  0.0385
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4079
	Restart Rate:  0.0000
	No-Op Rate:  0.4079
	Cycle Rate:  0.0261
	Backtrack Rate:  0.0000
	Unique Edges:  2.3683
	Redundancy:  0.0000
	Avg Segment Hops:  2.3683
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0205
	F1 Score:  0.0401
GT-Edge Overlap Metrics
	Recall:  0.6815
	Precision:  0.6812
	F1 Score:  0.6764
Node-Set Overlap Metrics
	Recall:  0.8699
	Precision:  0.9246
	F1 Score:  0.8907
Path Edit Distance Metrics:
	Overall Average:  0.3551
		2-Hop:  0.2894
		4-Hop:  0.5796
		3-Hop:  0.4038
Relation-Set Overlap Metrics
	Recall:  0.7816
	Precision:  0.8290
	F1 Score:  0.7929
Relation Edit Distance Metrics:
	Overall Average:  0.2615
		2-Hop:  0.2186
		4-Hop:  0.3841
		3-Hop:  0.3030

Score for iteration 13100
Answer Metrics
	Hits@1:  0.9120
	Hits@3:  0.9589
	Hits@5:  0.9692
	Hits@10:  0.9807
	Hits@20:  0.9865
	MRR:  0.9381
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9072
		MRR:  0.9374
	4-Hop
		Hits@1:  0.9274
		MRR:  0.9404
	3-Hop
		Hits@1:  0.9157
		MRR:  0.9385
Valid Action Count at Each Step
	Overall Average: 40.6627
		Step 1: 20.9075
		Step 2: 40.0706
		Step 3: 47.0733
		Step 4: 54.5994
Entropy Metrics
	Question Entropy:  0.0178
	Path Entropy:  0.0711
		Step 1:  0.0076
		Step 2:  0.0137
		Step 3:  0.0165
		Step 4:  0.0334
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4227
	Restart Rate:  0.0000
	No-Op Rate:  0.4227
	Cycle Rate:  0.0249
	Backtrack Rate:  0.0000
	Unique Edges:  2.3091
	Redundancy:  0.0000
	Avg Segment Hops:  2.3091
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0206
	F1 Score:  0.0402
GT-Edge Overlap Metrics
	Recall:  0.6898
	Precision:  0.7020
	F1 Score:  0.6914
Node-Set Overlap Metrics
	Recall:  0.8771
	Precision:  0.9448
	F1 Score:  0.9041
Path Edit Distance Metrics:
	Overall Average:  0.3378
		2-Hop:  0.2780
		4-Hop:  0.5433
		3-Hop:  0.3817
Relation-Set Overlap Metrics
	Recall:  0.7825
	Precision:  0.8431
	F1 Score:  0.8006
Relation Edit Distance Metrics:
	Overall Average:  0.2487
		2-Hop:  0.2087
		4-Hop:  0.3659
		3-Hop:  0.2863

Score for iteration 13200
Answer Metrics
	Hits@1:  0.8895
	Hits@3:  0.9557
	Hits@5:  0.9666
	Hits@10:  0.9749
	Hits@20:  0.9852
	MRR:  0.9246
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8902
		MRR:  0.9292
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9149
	3-Hop
		Hits@1:  0.8907
		MRR:  0.9187
Valid Action Count at Each Step
	Overall Average: 44.1984
		Step 1: 20.9075
		Step 2: 46.8274
		Step 3: 52.2737
		Step 4: 56.7853
Entropy Metrics
	Question Entropy:  0.0210
	Path Entropy:  0.0841
		Step 1:  0.0086
		Step 2:  0.0204
		Step 3:  0.0193
		Step 4:  0.0357
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4023
	Restart Rate:  0.0000
	No-Op Rate:  0.4023
	Cycle Rate:  0.0350
	Backtrack Rate:  0.0000
	Unique Edges:  2.3856
	Redundancy:  0.0013
	Avg Segment Hops:  2.3907
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0205
	F1 Score:  0.0401
GT-Edge Overlap Metrics
	Recall:  0.6854
	Precision:  0.6789
	F1 Score:  0.6771
Node-Set Overlap Metrics
	Recall:  0.8743
	Precision:  0.9299
	F1 Score:  0.8954
Path Edit Distance Metrics:
	Overall Average:  0.3565
		2-Hop:  0.2967
		4-Hop:  0.5712
		3-Hop:  0.3965
Relation-Set Overlap Metrics
	Recall:  0.7840
	Precision:  0.8308
	F1 Score:  0.7947
Relation Edit Distance Metrics:
	Overall Average:  0.2638
		2-Hop:  0.2237
		4-Hop:  0.3771
		3-Hop:  0.3032

Score for iteration 13300
Answer Metrics
	Hits@1:  0.9030
	Hits@3:  0.9569
	Hits@5:  0.9679
	Hits@10:  0.9762
	Hits@20:  0.9833
	MRR:  0.9318
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9019
		MRR:  0.9340
	4-Hop
		Hits@1:  0.9106
		MRR:  0.9339
	3-Hop
		Hits@1:  0.9021
		MRR:  0.9264
Valid Action Count at Each Step
	Overall Average: 44.2582
		Step 1: 20.9075
		Step 2: 46.5235
		Step 3: 53.2360
		Step 4: 56.3656
Entropy Metrics
	Question Entropy:  0.0189
	Path Entropy:  0.0755
		Step 1:  0.0055
		Step 2:  0.0175
		Step 3:  0.0187
		Step 4:  0.0338
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4158
	Restart Rate:  0.0000
	No-Op Rate:  0.4158
	Cycle Rate:  0.0333
	Backtrack Rate:  0.0000
	Unique Edges:  2.3284
	Redundancy:  0.0027
	Avg Segment Hops:  2.3368
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0205
	F1 Score:  0.0401
GT-Edge Overlap Metrics
	Recall:  0.6753
	Precision:  0.6767
	F1 Score:  0.6712
Node-Set Overlap Metrics
	Recall:  0.8684
	Precision:  0.9358
	F1 Score:  0.8947
Path Edit Distance Metrics:
	Overall Average:  0.3601
		2-Hop:  0.3025
		4-Hop:  0.5796
		3-Hop:  0.3937
Relation-Set Overlap Metrics
	Recall:  0.7753
	Precision:  0.8308
	F1 Score:  0.7900
Relation Edit Distance Metrics:
	Overall Average:  0.2662
		2-Hop:  0.2258
		4-Hop:  0.3827
		3-Hop:  0.3050

Score for iteration 13400
Answer Metrics
	Hits@1:  0.9075
	Hits@3:  0.9544
	Hits@5:  0.9679
	Hits@10:  0.9807
	Hits@20:  0.9865
	MRR:  0.9344
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9083
		MRR:  0.9359
	4-Hop
		Hits@1:  0.9218
		MRR:  0.9401
	3-Hop
		Hits@1:  0.8998
		MRR:  0.9288
Valid Action Count at Each Step
	Overall Average: 42.4462
		Step 1: 20.9075
		Step 2: 45.3051
		Step 3: 49.2192
		Step 4: 54.3528
Entropy Metrics
	Question Entropy:  0.0206
	Path Entropy:  0.0826
		Step 1:  0.0072
		Step 2:  0.0194
		Step 3:  0.0165
		Step 4:  0.0395
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4317
	Restart Rate:  0.0000
	No-Op Rate:  0.4317
	Cycle Rate:  0.0172
	Backtrack Rate:  0.0000
	Unique Edges:  2.2725
	Redundancy:  0.0014
	Avg Segment Hops:  2.2731
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0201
	F1 Score:  0.0392
GT-Edge Overlap Metrics
	Recall:  0.6855
	Precision:  0.7039
	F1 Score:  0.6909
Node-Set Overlap Metrics
	Recall:  0.8713
	Precision:  0.9399
	F1 Score:  0.8987
Path Edit Distance Metrics:
	Overall Average:  0.3329
		2-Hop:  0.2714
		4-Hop:  0.5642
		3-Hop:  0.3700
Relation-Set Overlap Metrics
	Recall:  0.7813
	Precision:  0.8513
	F1 Score:  0.8048
Relation Edit Distance Metrics:
	Overall Average:  0.2401
		2-Hop:  0.1998
		4-Hop:  0.3603
		3-Hop:  0.2773

Score for iteration 13500
Answer Metrics
	Hits@1:  0.9049
	Hits@3:  0.9563
	Hits@5:  0.9672
	Hits@10:  0.9788
	Hits@20:  0.9859
	MRR:  0.9333
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9030
		MRR:  0.9348
	4-Hop
		Hits@1:  0.9106
		MRR:  0.9273
	3-Hop
		Hits@1:  0.9066
		MRR:  0.9324
Valid Action Count at Each Step
	Overall Average: 44.7643
		Step 1: 20.9075
		Step 2: 47.3366
		Step 3: 52.8522
		Step 4: 57.9611
Entropy Metrics
	Question Entropy:  0.0200
	Path Entropy:  0.0800
		Step 1:  0.0063
		Step 2:  0.0204
		Step 3:  0.0195
		Step 4:  0.0338
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4116
	Restart Rate:  0.0000
	No-Op Rate:  0.4116
	Cycle Rate:  0.0353
	Backtrack Rate:  0.0000
	Unique Edges:  2.3490
	Redundancy:  0.0011
	Avg Segment Hops:  2.3535
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0210
	F1 Score:  0.0409
GT-Edge Overlap Metrics
	Recall:  0.6745
	Precision:  0.6738
	F1 Score:  0.6695
Node-Set Overlap Metrics
	Recall:  0.8675
	Precision:  0.9306
	F1 Score:  0.8921
Path Edit Distance Metrics:
	Overall Average:  0.3613
		2-Hop:  0.2986
		4-Hop:  0.5908
		3-Hop:  0.4019
Relation-Set Overlap Metrics
	Recall:  0.7781
	Precision:  0.8325
	F1 Score:  0.7926
Relation Edit Distance Metrics:
	Overall Average:  0.2634
		2-Hop:  0.2203
		4-Hop:  0.3883
		3-Hop:  0.3047

Score for iteration 13600
Answer Metrics
	Hits@1:  0.8753
	Hits@3:  0.9499
	Hits@5:  0.9653
	Hits@10:  0.9769
	Hits@20:  0.9839
	MRR:  0.9154
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8795
		MRR:  0.9196
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8774
	3-Hop
		Hits@1:  0.8838
		MRR:  0.9219
Valid Action Count at Each Step
	Overall Average: 44.7078
		Step 1: 20.9075
		Step 2: 47.9447
		Step 3: 51.9115
		Step 4: 58.0674
Entropy Metrics
	Question Entropy:  0.0203
	Path Entropy:  0.0811
		Step 1:  0.0054
		Step 2:  0.0209
		Step 3:  0.0170
		Step 4:  0.0379
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4120
	Restart Rate:  0.0000
	No-Op Rate:  0.4120
	Cycle Rate:  0.0263
	Backtrack Rate:  0.0000
	Unique Edges:  2.3477
	Redundancy:  0.0018
	Avg Segment Hops:  2.3522
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0205
	F1 Score:  0.0401
GT-Edge Overlap Metrics
	Recall:  0.6708
	Precision:  0.6745
	F1 Score:  0.6683
Node-Set Overlap Metrics
	Recall:  0.8666
	Precision:  0.9237
	F1 Score:  0.8882
Path Edit Distance Metrics:
	Overall Average:  0.3592
		2-Hop:  0.2900
		4-Hop:  0.6257
		3-Hop:  0.3984
Relation-Set Overlap Metrics
	Recall:  0.7689
	Precision:  0.8257
	F1 Score:  0.7858
Relation Edit Distance Metrics:
	Overall Average:  0.2680
		2-Hop:  0.2219
		4-Hop:  0.4246
		3-Hop:  0.3026

Score for iteration 13700
Answer Metrics
	Hits@1:  0.8933
	Hits@3:  0.9563
	Hits@5:  0.9717
	Hits@10:  0.9826
	Hits@20:  0.9897
	MRR:  0.9277
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8945
		MRR:  0.9299
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9322
	3-Hop
		Hits@1:  0.8815
		MRR:  0.9213
Valid Action Count at Each Step
	Overall Average: 42.2203
		Step 1: 20.9075
		Step 2: 46.6714
		Step 3: 48.6605
		Step 4: 52.6419
Entropy Metrics
	Question Entropy:  0.0186
	Path Entropy:  0.0746
		Step 1:  0.0077
		Step 2:  0.0146
		Step 3:  0.0136
		Step 4:  0.0386
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4590
	Restart Rate:  0.0000
	No-Op Rate:  0.4590
	Cycle Rate:  0.0031
	Backtrack Rate:  0.0000
	Unique Edges:  2.1639
	Redundancy:  0.0039
	Avg Segment Hops:  2.1639
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0200
	F1 Score:  0.0392
GT-Edge Overlap Metrics
	Recall:  0.6565
	Precision:  0.6902
	F1 Score:  0.6687
Node-Set Overlap Metrics
	Recall:  0.8561
	Precision:  0.9406
	F1 Score:  0.8897
Path Edit Distance Metrics:
	Overall Average:  0.3482
		2-Hop:  0.2749
		4-Hop:  0.5894
		3-Hop:  0.4066
Relation-Set Overlap Metrics
	Recall:  0.7587
	Precision:  0.8571
	F1 Score:  0.7938
Relation Edit Distance Metrics:
	Overall Average:  0.2483
		2-Hop:  0.2027
		4-Hop:  0.3855
		3-Hop:  0.2899

Score for iteration 13800
Answer Metrics
	Hits@1:  0.8779
	Hits@3:  0.9537
	Hits@5:  0.9743
	Hits@10:  0.9852
	Hits@20:  0.9929
	MRR:  0.9200
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8795
		MRR:  0.9224
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9245
	3-Hop
		Hits@1:  0.8656
		MRR:  0.9132
Valid Action Count at Each Step
	Overall Average: 44.2653
		Step 1: 20.9075
		Step 2: 47.7110
		Step 3: 51.2108
		Step 4: 57.2318
Entropy Metrics
	Question Entropy:  0.0208
	Path Entropy:  0.0831
		Step 1:  0.0064
		Step 2:  0.0171
		Step 3:  0.0138
		Step 4:  0.0458
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4618
	Restart Rate:  0.0000
	No-Op Rate:  0.4618
	Cycle Rate:  0.0052
	Backtrack Rate:  0.0000
	Unique Edges:  2.1530
	Redundancy:  0.0058
	Avg Segment Hops:  2.1530
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9968
	Precision:  0.0207
	F1 Score:  0.0405
GT-Edge Overlap Metrics
	Recall:  0.6455
	Precision:  0.6811
	F1 Score:  0.6586
Node-Set Overlap Metrics
	Recall:  0.8491
	Precision:  0.9379
	F1 Score:  0.8844
Path Edit Distance Metrics:
	Overall Average:  0.3597
		2-Hop:  0.2935
		4-Hop:  0.5992
		3-Hop:  0.4034
Relation-Set Overlap Metrics
	Recall:  0.7532
	Precision:  0.8561
	F1 Score:  0.7900
Relation Edit Distance Metrics:
	Overall Average:  0.2550
		2-Hop:  0.2148
		4-Hop:  0.3994
		3-Hop:  0.2819

Score for iteration 13900
Answer Metrics
	Hits@1:  0.8959
	Hits@3:  0.9627
	Hits@5:  0.9737
	Hits@10:  0.9846
	Hits@20:  0.9884
	MRR:  0.9306
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8966
		MRR:  0.9323
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9364
	3-Hop
		Hits@1:  0.8861
		MRR:  0.9247
Valid Action Count at Each Step
	Overall Average: 43.0739
		Step 1: 20.9075
		Step 2: 45.6322
		Step 3: 50.6715
		Step 4: 55.0846
Entropy Metrics
	Question Entropy:  0.0186
	Path Entropy:  0.0743
		Step 1:  0.0049
		Step 2:  0.0161
		Step 3:  0.0153
		Step 4:  0.0379
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4325
	Restart Rate:  0.0000
	No-Op Rate:  0.4325
	Cycle Rate:  0.0049
	Backtrack Rate:  0.0000
	Unique Edges:  2.2693
	Redundancy:  0.0002
	Avg Segment Hops:  2.2699
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0198
	F1 Score:  0.0388
GT-Edge Overlap Metrics
	Recall:  0.6753
	Precision:  0.6952
	F1 Score:  0.6814
Node-Set Overlap Metrics
	Recall:  0.8681
	Precision:  0.9287
	F1 Score:  0.8918
Path Edit Distance Metrics:
	Overall Average:  0.3365
		2-Hop:  0.2657
		4-Hop:  0.6061
		3-Hop:  0.3779
Relation-Set Overlap Metrics
	Recall:  0.7776
	Precision:  0.8542
	F1 Score:  0.8036
Relation Edit Distance Metrics:
	Overall Average:  0.2398
		2-Hop:  0.1943
		4-Hop:  0.3966
		3-Hop:  0.2730

Score for iteration 14000
Answer Metrics
	Hits@1:  0.9068
	Hits@3:  0.9647
	Hits@5:  0.9737
	Hits@10:  0.9852
	Hits@20:  0.9904
	MRR:  0.9372
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9062
		MRR:  0.9383
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9263
	3-Hop
		Hits@1:  0.9089
		MRR:  0.9390
Valid Action Count at Each Step
	Overall Average: 43.2160
		Step 1: 20.9075
		Step 2: 46.6831
		Step 3: 48.9131
		Step 4: 56.3605
Entropy Metrics
	Question Entropy:  0.0213
	Path Entropy:  0.0853
		Step 1:  0.0077
		Step 2:  0.0148
		Step 3:  0.0193
		Step 4:  0.0436
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4420
	Restart Rate:  0.0000
	No-Op Rate:  0.4420
	Cycle Rate:  0.0033
	Backtrack Rate:  0.0000
	Unique Edges:  2.2320
	Redundancy:  0.0006
	Avg Segment Hops:  2.2320
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0199
	F1 Score:  0.0389
GT-Edge Overlap Metrics
	Recall:  0.6836
	Precision:  0.7119
	F1 Score:  0.6939
Node-Set Overlap Metrics
	Recall:  0.8731
	Precision:  0.9437
	F1 Score:  0.9016
Path Edit Distance Metrics:
	Overall Average:  0.3217
		2-Hop:  0.2712
		4-Hop:  0.5223
		3-Hop:  0.3478
Relation-Set Overlap Metrics
	Recall:  0.7797
	Precision:  0.8655
	F1 Score:  0.8102
Relation Edit Distance Metrics:
	Overall Average:  0.2285
		2-Hop:  0.1996
		4-Hop:  0.3282
		3-Hop:  0.2494

Score for iteration 14100
Answer Metrics
	Hits@1:  0.8985
	Hits@3:  0.9602
	Hits@5:  0.9704
	Hits@10:  0.9833
	Hits@20:  0.9897
	MRR:  0.9305
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8934
		MRR:  0.9297
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9274
	3-Hop
		Hits@1:  0.9089
		MRR:  0.9332
Valid Action Count at Each Step
	Overall Average: 42.7378
		Step 1: 20.9075
		Step 2: 46.5614
		Step 3: 46.9663
		Step 4: 56.5163
Entropy Metrics
	Question Entropy:  0.0214
	Path Entropy:  0.0857
		Step 1:  0.0080
		Step 2:  0.0162
		Step 3:  0.0208
		Step 4:  0.0408
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4343
	Restart Rate:  0.0000
	No-Op Rate:  0.4343
	Cycle Rate:  0.0106
	Backtrack Rate:  0.0000
	Unique Edges:  2.2616
	Redundancy:  0.0003
	Avg Segment Hops:  2.2629
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0205
	F1 Score:  0.0401
GT-Edge Overlap Metrics
	Recall:  0.6778
	Precision:  0.6958
	F1 Score:  0.6830
Node-Set Overlap Metrics
	Recall:  0.8695
	Precision:  0.9353
	F1 Score:  0.8954
Path Edit Distance Metrics:
	Overall Average:  0.3365
		2-Hop:  0.2703
		4-Hop:  0.5908
		3-Hop:  0.3743
Relation-Set Overlap Metrics
	Recall:  0.7768
	Precision:  0.8518
	F1 Score:  0.8020
Relation Edit Distance Metrics:
	Overall Average:  0.2412
		2-Hop:  0.1986
		4-Hop:  0.3953
		3-Hop:  0.2694

Score for iteration 14200
Answer Metrics
	Hits@1:  0.9055
	Hits@3:  0.9679
	Hits@5:  0.9775
	Hits@10:  0.9878
	Hits@20:  0.9936
	MRR:  0.9390
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9136
		MRR:  0.9449
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8962
	3-Hop
		Hits@1:  0.9157
		MRR:  0.9438
Valid Action Count at Each Step
	Overall Average: 43.8588
		Step 1: 20.9075
		Step 2: 48.4724
		Step 3: 49.0419
		Step 4: 57.0136
Entropy Metrics
	Question Entropy:  0.0185
	Path Entropy:  0.0741
		Step 1:  0.0053
		Step 2:  0.0174
		Step 3:  0.0173
		Step 4:  0.0341
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4330
	Restart Rate:  0.0000
	No-Op Rate:  0.4330
	Cycle Rate:  0.0152
	Backtrack Rate:  0.0000
	Unique Edges:  2.2667
	Redundancy:  0.0010
	Avg Segment Hops:  2.2680
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9955
	Precision:  0.0214
	F1 Score:  0.0418
GT-Edge Overlap Metrics
	Recall:  0.6910
	Precision:  0.7108
	F1 Score:  0.6976
Node-Set Overlap Metrics
	Recall:  0.8744
	Precision:  0.9415
	F1 Score:  0.9011
Path Edit Distance Metrics:
	Overall Average:  0.3197
		2-Hop:  0.2530
		4-Hop:  0.5684
		3-Hop:  0.3609
Relation-Set Overlap Metrics
	Recall:  0.7859
	Precision:  0.8623
	F1 Score:  0.8124
Relation Edit Distance Metrics:
	Overall Average:  0.2278
		2-Hop:  0.1839
		4-Hop:  0.3757
		3-Hop:  0.2612

Score for iteration 14300
Answer Metrics
	Hits@1:  0.8760
	Hits@3:  0.9486
	Hits@5:  0.9634
	Hits@10:  0.9781
	Hits@20:  0.9846
	MRR:  0.9155
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8603
		MRR:  0.9061
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9211
	3-Hop
		Hits@1:  0.9021
		MRR:  0.9331
Valid Action Count at Each Step
	Overall Average: 45.4355
		Step 1: 20.9075
		Step 2: 49.7146
		Step 3: 53.0920
		Step 4: 58.0277
Entropy Metrics
	Question Entropy:  0.0195
	Path Entropy:  0.0778
		Step 1:  0.0057
		Step 2:  0.0206
		Step 3:  0.0202
		Step 4:  0.0313
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4062
	Restart Rate:  0.0000
	No-Op Rate:  0.4062
	Cycle Rate:  0.0329
	Backtrack Rate:  0.0000
	Unique Edges:  2.3663
	Redundancy:  0.0022
	Avg Segment Hops:  2.3753
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0219
	F1 Score:  0.0428
GT-Edge Overlap Metrics
	Recall:  0.6607
	Precision:  0.6562
	F1 Score:  0.6537
Node-Set Overlap Metrics
	Recall:  0.8629
	Precision:  0.9194
	F1 Score:  0.8842
Path Edit Distance Metrics:
	Overall Average:  0.3762
		2-Hop:  0.3160
		4-Hop:  0.5936
		3-Hop:  0.4163
Relation-Set Overlap Metrics
	Recall:  0.7698
	Precision:  0.8260
	F1 Score:  0.7849
Relation Edit Distance Metrics:
	Overall Average:  0.2747
		2-Hop:  0.2382
		4-Hop:  0.3827
		3-Hop:  0.3088

Score for iteration 14400
Answer Metrics
	Hits@1:  0.8779
	Hits@3:  0.9518
	Hits@5:  0.9711
	Hits@10:  0.9775
	Hits@20:  0.9859
	MRR:  0.9176
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8742
		MRR:  0.9176
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9125
	3-Hop
		Hits@1:  0.8838
		MRR:  0.9200
Valid Action Count at Each Step
	Overall Average: 40.8754
		Step 1: 20.9075
		Step 2: 44.4562
		Step 3: 47.3842
		Step 4: 50.7539
Entropy Metrics
	Question Entropy:  0.0196
	Path Entropy:  0.0783
		Step 1:  0.0076
		Step 2:  0.0188
		Step 3:  0.0209
		Step 4:  0.0310
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4198
	Restart Rate:  0.0000
	No-Op Rate:  0.4198
	Cycle Rate:  0.0145
	Backtrack Rate:  0.0000
	Unique Edges:  2.3117
	Redundancy:  0.0022
	Avg Segment Hops:  2.3207
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0216
	F1 Score:  0.0421
GT-Edge Overlap Metrics
	Recall:  0.6661
	Precision:  0.6784
	F1 Score:  0.6683
Node-Set Overlap Metrics
	Recall:  0.8646
	Precision:  0.9221
	F1 Score:  0.8868
Path Edit Distance Metrics:
	Overall Average:  0.3518
		2-Hop:  0.3016
		4-Hop:  0.5601
		3-Hop:  0.3740
Relation-Set Overlap Metrics
	Recall:  0.7717
	Precision:  0.8461
	F1 Score:  0.7965
Relation Edit Distance Metrics:
	Overall Average:  0.2522
		2-Hop:  0.2236
		4-Hop:  0.3547
		3-Hop:  0.2715

Score for iteration 14500
Answer Metrics
	Hits@1:  0.8747
	Hits@3:  0.9569
	Hits@5:  0.9730
	Hits@10:  0.9852
	Hits@20:  0.9910
	MRR:  0.9182
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8710
		MRR:  0.9201
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9069
	3-Hop
		Hits@1:  0.8815
		MRR:  0.9187
Valid Action Count at Each Step
	Overall Average: 41.7638
		Step 1: 20.9075
		Step 2: 48.6074
		Step 3: 46.9247
		Step 4: 50.6155
Entropy Metrics
	Question Entropy:  0.0190
	Path Entropy:  0.0758
		Step 1:  0.0058
		Step 2:  0.0201
		Step 3:  0.0184
		Step 4:  0.0315
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4531
	Restart Rate:  0.0000
	No-Op Rate:  0.4531
	Cycle Rate:  0.0061
	Backtrack Rate:  0.0000
	Unique Edges:  2.1877
	Redundancy:  0.0045
	Avg Segment Hops:  2.1877
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0227
	F1 Score:  0.0443
GT-Edge Overlap Metrics
	Recall:  0.6492
	Precision:  0.6841
	F1 Score:  0.6613
Node-Set Overlap Metrics
	Recall:  0.8510
	Precision:  0.9323
	F1 Score:  0.8831
Path Edit Distance Metrics:
	Overall Average:  0.3596
		2-Hop:  0.2983
		4-Hop:  0.5698
		3-Hop:  0.4047
Relation-Set Overlap Metrics
	Recall:  0.7501
	Precision:  0.8467
	F1 Score:  0.7838
Relation Edit Distance Metrics:
	Overall Average:  0.2603
		2-Hop:  0.2225
		4-Hop:  0.3701
		3-Hop:  0.2965

Score for iteration 14600
Answer Metrics
	Hits@1:  0.8862
	Hits@3:  0.9557
	Hits@5:  0.9692
	Hits@10:  0.9794
	Hits@20:  0.9878
	MRR:  0.9239
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8774
		MRR:  0.9194
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9249
	3-Hop
		Hits@1:  0.8998
		MRR:  0.9331
Valid Action Count at Each Step
	Overall Average: 43.8054
		Step 1: 20.9075
		Step 2: 51.0412
		Step 3: 49.1176
		Step 4: 54.1552
Entropy Metrics
	Question Entropy:  0.0175
	Path Entropy:  0.0698
		Step 1:  0.0065
		Step 2:  0.0137
		Step 3:  0.0187
		Step 4:  0.0309
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4341
	Restart Rate:  0.0000
	No-Op Rate:  0.4341
	Cycle Rate:  0.0111
	Backtrack Rate:  0.0000
	Unique Edges:  2.2551
	Redundancy:  0.0021
	Avg Segment Hops:  2.2635
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9961
	Precision:  0.0219
	F1 Score:  0.0427
GT-Edge Overlap Metrics
	Recall:  0.6570
	Precision:  0.6746
	F1 Score:  0.6613
Node-Set Overlap Metrics
	Recall:  0.8572
	Precision:  0.9240
	F1 Score:  0.8833
Path Edit Distance Metrics:
	Overall Average:  0.3585
		2-Hop:  0.3034
		4-Hop:  0.6075
		3-Hop:  0.3745
Relation-Set Overlap Metrics
	Recall:  0.7646
	Precision:  0.8508
	F1 Score:  0.7940
Relation Edit Distance Metrics:
	Overall Average:  0.2541
		2-Hop:  0.2208
		4-Hop:  0.3939
		3-Hop:  0.2684

Score for iteration 14700
Answer Metrics
	Hits@1:  0.8933
	Hits@3:  0.9621
	Hits@5:  0.9717
	Hits@10:  0.9846
	Hits@20:  0.9942
	MRR:  0.9295
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8934
		MRR:  0.9318
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9338
	3-Hop
		Hits@1:  0.8838
		MRR:  0.9227
Valid Action Count at Each Step
	Overall Average: 42.1976
		Step 1: 20.9075
		Step 2: 49.3942
		Step 3: 47.6781
		Step 4: 50.8107
Entropy Metrics
	Question Entropy:  0.0162
	Path Entropy:  0.0646
		Step 1:  0.0055
		Step 2:  0.0127
		Step 3:  0.0153
		Step 4:  0.0311
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4582
	Restart Rate:  0.0000
	No-Op Rate:  0.4582
	Cycle Rate:  0.0039
	Backtrack Rate:  0.0000
	Unique Edges:  2.1671
	Redundancy:  0.0026
	Avg Segment Hops:  2.1671
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9961
	Precision:  0.0224
	F1 Score:  0.0438
GT-Edge Overlap Metrics
	Recall:  0.6680
	Precision:  0.7043
	F1 Score:  0.6814
Node-Set Overlap Metrics
	Recall:  0.8578
	Precision:  0.9405
	F1 Score:  0.8911
Path Edit Distance Metrics:
	Overall Average:  0.3350
		2-Hop:  0.2618
		4-Hop:  0.5978
		3-Hop:  0.3842
Relation-Set Overlap Metrics
	Recall:  0.7700
	Precision:  0.8699
	F1 Score:  0.8058
Relation Edit Distance Metrics:
	Overall Average:  0.2346
		2-Hop:  0.1876
		4-Hop:  0.3841
		3-Hop:  0.2741

Score for iteration 14800
Answer Metrics
	Hits@1:  0.9107
	Hits@3:  0.9647
	Hits@5:  0.9737
	Hits@10:  0.9846
	Hits@20:  0.9923
	MRR:  0.9397
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9072
		MRR:  0.9399
	4-Hop
		Hits@1:  0.9218
		MRR:  0.9378
	3-Hop
		Hits@1:  0.9134
		MRR:  0.9400
Valid Action Count at Each Step
	Overall Average: 43.3732
		Step 1: 20.9075
		Step 2: 49.8615
		Step 3: 48.4913
		Step 4: 54.2324
Entropy Metrics
	Question Entropy:  0.0186
	Path Entropy:  0.0743
		Step 1:  0.0086
		Step 2:  0.0167
		Step 3:  0.0155
		Step 4:  0.0335
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4499
	Restart Rate:  0.0000
	No-Op Rate:  0.4499
	Cycle Rate:  0.0037
	Backtrack Rate:  0.0000
	Unique Edges:  2.2005
	Redundancy:  0.0000
	Avg Segment Hops:  2.2005
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0215
	F1 Score:  0.0420
GT-Edge Overlap Metrics
	Recall:  0.6776
	Precision:  0.7072
	F1 Score:  0.6886
Node-Set Overlap Metrics
	Recall:  0.8654
	Precision:  0.9390
	F1 Score:  0.8952
Path Edit Distance Metrics:
	Overall Average:  0.3271
		2-Hop:  0.2570
		4-Hop:  0.5936
		3-Hop:  0.3681
Relation-Set Overlap Metrics
	Recall:  0.7792
	Precision:  0.8701
	F1 Score:  0.8117
Relation Edit Distance Metrics:
	Overall Average:  0.2280
		2-Hop:  0.1840
		4-Hop:  0.3855
		3-Hop:  0.2580

Score for iteration 14900
Answer Metrics
	Hits@1:  0.8631
	Hits@3:  0.9396
	Hits@5:  0.9653
	Hits@10:  0.9794
	Hits@20:  0.9871
	MRR:  0.9074
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8923
		MRR:  0.9278
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8920
	3-Hop
		Hits@1:  0.8109
		MRR:  0.8700
Valid Action Count at Each Step
	Overall Average: 41.2467
		Step 1: 20.9075
		Step 2: 44.5439
		Step 3: 47.1581
		Step 4: 52.3773
Entropy Metrics
	Question Entropy:  0.0184
	Path Entropy:  0.0737
		Step 1:  0.0068
		Step 2:  0.0145
		Step 3:  0.0110
		Step 4:  0.0414
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4587
	Restart Rate:  0.0000
	No-Op Rate:  0.4587
	Cycle Rate:  0.0041
	Backtrack Rate:  0.0000
	Unique Edges:  2.1645
	Redundancy:  0.0027
	Avg Segment Hops:  2.1652
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0196
	F1 Score:  0.0384
GT-Edge Overlap Metrics
	Recall:  0.6682
	Precision:  0.7082
	F1 Score:  0.6832
Node-Set Overlap Metrics
	Recall:  0.8534
	Precision:  0.9363
	F1 Score:  0.8868
Path Edit Distance Metrics:
	Overall Average:  0.3331
		2-Hop:  0.2703
		4-Hop:  0.5754
		3-Hop:  0.3686
Relation-Set Overlap Metrics
	Recall:  0.7677
	Precision:  0.8693
	F1 Score:  0.8043
Relation Edit Distance Metrics:
	Overall Average:  0.2362
		2-Hop:  0.1965
		4-Hop:  0.3785
		3-Hop:  0.2631

Score for iteration 15000
Answer Metrics
	Hits@1:  0.8927
	Hits@3:  0.9569
	Hits@5:  0.9730
	Hits@10:  0.9807
	Hits@20:  0.9910
	MRR:  0.9282
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8891
		MRR:  0.9269
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9173
	3-Hop
		Hits@1:  0.9066
		MRR:  0.9356
Valid Action Count at Each Step
	Overall Average: 50.0295
		Step 1: 20.9075
		Step 2: 54.7383
		Step 3: 59.2423
		Step 4: 65.2300
Entropy Metrics
	Question Entropy:  0.0153
	Path Entropy:  0.0614
		Step 1:  0.0064
		Step 2:  0.0112
		Step 3:  0.0113
		Step 4:  0.0325
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4314
	Restart Rate:  0.0000
	No-Op Rate:  0.4314
	Cycle Rate:  0.0253
	Backtrack Rate:  0.0000
	Unique Edges:  2.2738
	Redundancy:  0.0014
	Avg Segment Hops:  2.2744
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9949
	Precision:  0.0205
	F1 Score:  0.0401
GT-Edge Overlap Metrics
	Recall:  0.6841
	Precision:  0.7008
	F1 Score:  0.6888
Node-Set Overlap Metrics
	Recall:  0.8664
	Precision:  0.9387
	F1 Score:  0.8959
Path Edit Distance Metrics:
	Overall Average:  0.3364
		2-Hop:  0.2571
		4-Hop:  0.5754
		3-Hop:  0.4085
Relation-Set Overlap Metrics
	Recall:  0.7805
	Precision:  0.8475
	F1 Score:  0.8029
Relation Edit Distance Metrics:
	Overall Average:  0.2452
		2-Hop:  0.1914
		4-Hop:  0.3673
		3-Hop:  0.3106

Test (beam) scores with best model from output/mquake_st/sa_qa_nhop_reason_4hop_seed42/model/model.ckpt
Answer Metrics
	Hits@1:  0.8863
	Hits@3:  0.9501
	Hits@5:  0.9668
	Hits@10:  0.9807
	Hits@20:  0.9887
	MRR:  0.9221
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7841
		MRR:  0.8422
	3-Hop
		Hits@1:  0.8810
		MRR:  0.9162
	2-Hop
		Hits@1:  0.9086
		MRR:  0.9404
Valid Action Count at Each Step
	Overall Average: 50.7467
		Step 1: 21.3743
		Step 2: 57.5959
		Step 3: 58.6074
		Step 4: 65.4094
Entropy Metrics
	Question Entropy:  0.0144
	Path Entropy:  0.0578
		Step 1:  0.0028
		Step 2:  0.0115
		Step 3:  0.0127
		Step 4:  0.0308
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4318
	Restart Rate:  0.0000
	No-Op Rate:  0.4318
	Cycle Rate:  0.0198
	Backtrack Rate:  0.0000
	Unique Edges:  2.2699
	Redundancy:  0.0013
	Avg Segment Hops:  2.2726
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9940
	Precision:  0.0207
	F1 Score:  0.0404
GT-Edge Overlap Metrics
	Recall:  0.6912
	Precision:  0.7080
	F1 Score:  0.6960
Node-Set Overlap Metrics
	Recall:  0.8695
	Precision:  0.9364
	F1 Score:  0.8964
Path Edit Distance Metrics:
	Overall Average:  0.3270
		4-Hop:  0.5994
		3-Hop:  0.3907
		2-Hop:  0.2447
Relation-Set Overlap Metrics
	Recall:  0.7868
	Precision:  0.8539
	F1 Score:  0.8091
Relation Edit Distance Metrics:
	Overall Average:  0.2360
		4-Hop:  0.4006
		3-Hop:  0.2855
		2-Hop:  0.1812

