Score for iteration 100
Answer Metrics
	Hits@1:  0.0487
	Hits@3:  0.0863
	Hits@5:  0.1084
	Hits@10:  0.1471
	Hits@20:  0.2058
	MRR:  0.0821
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.0861
		MRR:  0.1341
	3-Hop
		Hits@1:  0.0087
		MRR:  0.0335
Valid Action Count at Each Step
	Overall Average: 22.7189
		Step 1: 19.4834
		Step 2: 17.3374
		Step 3: 30.6901
		Step 4: 23.3646
Entropy Metrics
	Question Entropy:  1.7159
	Path Entropy:  6.8636
		Step 1:  2.2818
		Step 2:  1.6598
		Step 3:  1.5756
		Step 4:  1.3464
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4701
	Restart Rate:  0.0000
	No-Op Rate:  0.4701
	Cycle Rate:  0.0971
	Backtrack Rate:  0.0000
	Unique Edges:  1.9524
	Redundancy:  0.0572
	Avg Segment Hops:  2.1195
Answer(s) Endpoint Coverage Metrics
	Recall:  0.2528
	Precision:  0.0119
	F1 Score:  0.0216
Relation-Set Overlap Metrics
	Recall:  0.0706
	Precision:  0.1398
	F1 Score:  0.0889
Relation Edit Distance Metrics:
	Overall Average:  0.9364
		4-Hop:  0.9419
		2-Hop:  0.9173
		3-Hop:  0.9722

Score for iteration 200
Answer Metrics
	Hits@1:  0.0564
	Hits@3:  0.1029
	Hits@5:  0.1184
	Hits@10:  0.1527
	Hits@20:  0.2035
	MRR:  0.0909
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.0984
		MRR:  0.1507
	3-Hop
		Hits@1:  0.0130
		MRR:  0.0344
Valid Action Count at Each Step
	Overall Average: 13.2557
		Step 1: 19.4834
		Step 2: 10.9197
		Step 3: 11.5568
		Step 4: 11.0628
Entropy Metrics
	Question Entropy:  1.6325
	Path Entropy:  6.5299
		Step 1:  2.4458
		Step 2:  1.6009
		Step 3:  1.2876
		Step 4:  1.1956
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5279
	Restart Rate:  0.0000
	No-Op Rate:  0.5279
	Cycle Rate:  0.0175
	Backtrack Rate:  0.0000
	Unique Edges:  1.8584
	Redundancy:  0.0075
	Avg Segment Hops:  1.8883
Answer(s) Endpoint Coverage Metrics
	Recall:  0.2292
	Precision:  0.0107
	F1 Score:  0.0199
Relation-Set Overlap Metrics
	Recall:  0.0796
	Precision:  0.1396
	F1 Score:  0.0975
Relation Edit Distance Metrics:
	Overall Average:  0.9253
		4-Hop:  0.9554
		2-Hop:  0.8931
		3-Hop:  0.9693

Score for iteration 300
Answer Metrics
	Hits@1:  0.0730
	Hits@3:  0.1217
	Hits@5:  0.1394
	Hits@10:  0.1659
	Hits@20:  0.2091
	MRR:  0.1073
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1107
		MRR:  0.1656
	3-Hop
		Hits@1:  0.0519
		MRR:  0.0669
Valid Action Count at Each Step
	Overall Average: 15.1095
		Step 1: 19.4834
		Step 2: 12.4921
		Step 3: 14.7104
		Step 4: 13.7521
Entropy Metrics
	Question Entropy:  1.6084
	Path Entropy:  6.4336
		Step 1:  2.4533
		Step 2:  1.5987
		Step 3:  1.2714
		Step 4:  1.1101
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5672
	Restart Rate:  0.0000
	No-Op Rate:  0.5672
	Cycle Rate:  0.0250
	Backtrack Rate:  0.0000
	Unique Edges:  1.6925
	Redundancy:  0.0110
	Avg Segment Hops:  1.7312
Answer(s) Endpoint Coverage Metrics
	Recall:  0.2310
	Precision:  0.0142
	F1 Score:  0.0246
Relation-Set Overlap Metrics
	Recall:  0.0824
	Precision:  0.1628
	F1 Score:  0.1050
Relation Edit Distance Metrics:
	Overall Average:  0.9218
		4-Hop:  0.9446
		2-Hop:  0.8885
		3-Hop:  0.9740

Score for iteration 400
Answer Metrics
	Hits@1:  0.0874
	Hits@3:  0.1538
	Hits@5:  0.1825
	Hits@10:  0.2268
	Hits@20:  0.2909
	MRR:  0.1355
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1373
		MRR:  0.2010
	3-Hop
		Hits@1:  0.0433
		MRR:  0.0729
	4-Hop
		Hits@1:  0.0108
		MRR:  0.0409
Valid Action Count at Each Step
	Overall Average: 17.7948
		Step 1: 19.4834
		Step 2: 15.4136
		Step 3: 18.2780
		Step 4: 18.0043
Entropy Metrics
	Question Entropy:  1.5482
	Path Entropy:  6.1928
		Step 1:  2.3154
		Step 2:  1.5348
		Step 3:  1.2383
		Step 4:  1.1044
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5252
	Restart Rate:  0.0000
	No-Op Rate:  0.5252
	Cycle Rate:  0.0319
	Backtrack Rate:  0.0000
	Unique Edges:  1.8473
	Redundancy:  0.0130
	Avg Segment Hops:  1.8993
Answer(s) Endpoint Coverage Metrics
	Recall:  0.3111
	Precision:  0.0169
	F1 Score:  0.0305
Relation-Set Overlap Metrics
	Recall:  0.1265
	Precision:  0.1962
	F1 Score:  0.1487
Relation Edit Distance Metrics:
	Overall Average:  0.8814
		4-Hop:  0.8919
		2-Hop:  0.8477
		3-Hop:  0.9441

Score for iteration 500
Answer Metrics
	Hits@1:  0.0830
	Hits@3:  0.1416
	Hits@5:  0.1637
	Hits@10:  0.1958
	Hits@20:  0.2544
	MRR:  0.1247
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1189
		MRR:  0.1870
	3-Hop
		Hits@1:  0.0736
		MRR:  0.0873
Valid Action Count at Each Step
	Overall Average: 18.6127
		Step 1: 19.4834
		Step 2: 16.5257
		Step 3: 20.0463
		Step 4: 18.3953
Entropy Metrics
	Question Entropy:  1.5233
	Path Entropy:  6.0932
		Step 1:  2.2612
		Step 2:  1.5292
		Step 3:  1.2453
		Step 4:  1.0574
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5207
	Restart Rate:  0.0000
	No-Op Rate:  0.5207
	Cycle Rate:  0.0456
	Backtrack Rate:  0.0000
	Unique Edges:  1.8374
	Redundancy:  0.0202
	Avg Segment Hops:  1.9170
Answer(s) Endpoint Coverage Metrics
	Recall:  0.2978
	Precision:  0.0187
	F1 Score:  0.0303
Relation-Set Overlap Metrics
	Recall:  0.0974
	Precision:  0.1715
	F1 Score:  0.1197
Relation Edit Distance Metrics:
	Overall Average:  0.9081
		4-Hop:  0.9338
		2-Hop:  0.8747
		3-Hop:  0.9582

Score for iteration 600
Answer Metrics
	Hits@1:  0.0951
	Hits@3:  0.1350
	Hits@5:  0.1604
	Hits@10:  0.1869
	Hits@20:  0.2489
	MRR:  0.1296
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1434
		MRR:  0.1962
	3-Hop
		Hits@1:  0.0693
		MRR:  0.0803
Valid Action Count at Each Step
	Overall Average: 16.4900
		Step 1: 19.4834
		Step 2: 12.9657
		Step 3: 17.1839
		Step 4: 16.3267
Entropy Metrics
	Question Entropy:  1.5788
	Path Entropy:  6.3151
		Step 1:  2.3831
		Step 2:  1.5480
		Step 3:  1.2693
		Step 4:  1.1147
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5171
	Restart Rate:  0.0000
	No-Op Rate:  0.5171
	Cycle Rate:  0.0387
	Backtrack Rate:  0.0000
	Unique Edges:  1.8628
	Redundancy:  0.0171
	Avg Segment Hops:  1.9314
Answer(s) Endpoint Coverage Metrics
	Recall:  0.2726
	Precision:  0.0186
	F1 Score:  0.0301
Relation-Set Overlap Metrics
	Recall:  0.0987
	Precision:  0.1503
	F1 Score:  0.1157
Relation Edit Distance Metrics:
	Overall Average:  0.9094
		4-Hop:  0.8959
		2-Hop:  0.8825
		3-Hop:  0.9769

Score for iteration 700
Answer Metrics
	Hits@1:  0.1106
	Hits@3:  0.2058
	Hits@5:  0.2378
	Hits@10:  0.2821
	Hits@20:  0.3485
	MRR:  0.1722
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1639
		MRR:  0.2651
	3-Hop
		Hits@1:  0.0693
		MRR:  0.0854
	4-Hop
		Hits@1:  0.0216
		MRR:  0.0356
Valid Action Count at Each Step
	Overall Average: 19.5399
		Step 1: 19.4834
		Step 2: 18.9463
		Step 3: 20.1242
		Step 4: 19.6055
Entropy Metrics
	Question Entropy:  1.3620
	Path Entropy:  5.4481
		Step 1:  1.9254
		Step 2:  1.3871
		Step 3:  1.0765
		Step 4:  1.0591
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5796
	Restart Rate:  0.0000
	No-Op Rate:  0.5796
	Cycle Rate:  0.0292
	Backtrack Rate:  0.0000
	Unique Edges:  1.6272
	Redundancy:  0.0136
	Avg Segment Hops:  1.6814
Answer(s) Endpoint Coverage Metrics
	Recall:  0.3690
	Precision:  0.0202
	F1 Score:  0.0364
Relation-Set Overlap Metrics
	Recall:  0.1751
	Precision:  0.2915
	F1 Score:  0.2112
Relation Edit Distance Metrics:
	Overall Average:  0.8350
		4-Hop:  0.8892
		2-Hop:  0.7842
		3-Hop:  0.8990

Score for iteration 800
Answer Metrics
	Hits@1:  0.1571
	Hits@3:  0.2533
	Hits@5:  0.3042
	Hits@10:  0.3805
	Hits@20:  0.4712
	MRR:  0.2303
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.2377
		MRR:  0.3359
	3-Hop
		Hits@1:  0.0952
		MRR:  0.1289
	4-Hop
		Hits@1:  0.0216
		MRR:  0.0784
Valid Action Count at Each Step
	Overall Average: 26.1482
		Step 1: 19.4834
		Step 2: 24.8054
		Step 3: 31.2593
		Step 4: 29.0449
Entropy Metrics
	Question Entropy:  1.3774
	Path Entropy:  5.5097
		Step 1:  1.7854
		Step 2:  1.4282
		Step 3:  1.2221
		Step 4:  1.0740
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5019
	Restart Rate:  0.0000
	No-Op Rate:  0.5019
	Cycle Rate:  0.0697
	Backtrack Rate:  0.0000
	Unique Edges:  1.8684
	Redundancy:  0.0311
	Avg Segment Hops:  1.9923
Answer(s) Endpoint Coverage Metrics
	Recall:  0.4543
	Precision:  0.0270
	F1 Score:  0.0453
Relation-Set Overlap Metrics
	Recall:  0.2049
	Precision:  0.3006
	F1 Score:  0.2332
Relation Edit Distance Metrics:
	Overall Average:  0.8187
		4-Hop:  0.9041
		2-Hop:  0.7452
		3-Hop:  0.9055

Score for iteration 900
Answer Metrics
	Hits@1:  0.2024
	Hits@3:  0.2887
	Hits@5:  0.3274
	Hits@10:  0.4082
	Hits@20:  0.4878
	MRR:  0.2681
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.3279
		MRR:  0.4173
	3-Hop
		Hits@1:  0.0779
		MRR:  0.1073
	4-Hop
		Hits@1:  0.0270
		MRR:  0.0756
Valid Action Count at Each Step
	Overall Average: 22.2453
		Step 1: 19.4834
		Step 2: 22.2218
		Step 3: 22.8378
		Step 4: 24.4382
Entropy Metrics
	Question Entropy:  1.3451
	Path Entropy:  5.3804
		Step 1:  1.8597
		Step 2:  1.3735
		Step 3:  1.0561
		Step 4:  1.0911
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5777
	Restart Rate:  0.0000
	No-Op Rate:  0.5777
	Cycle Rate:  0.0259
	Backtrack Rate:  0.0000
	Unique Edges:  1.6416
	Redundancy:  0.0131
	Avg Segment Hops:  1.6892
Answer(s) Endpoint Coverage Metrics
	Recall:  0.4675
	Precision:  0.0266
	F1 Score:  0.0472
Relation-Set Overlap Metrics
	Recall:  0.2052
	Precision:  0.3042
	F1 Score:  0.2347
Relation Edit Distance Metrics:
	Overall Average:  0.8000
		4-Hop:  0.9405
		2-Hop:  0.6955
		3-Hop:  0.9080

Score for iteration 1000
Answer Metrics
	Hits@1:  0.2765
	Hits@3:  0.4181
	Hits@5:  0.4812
	Hits@10:  0.5719
	Hits@20:  0.6593
	MRR:  0.3751
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.4037
		MRR:  0.5090
	3-Hop
		Hits@1:  0.1299
		MRR:  0.2007
	4-Hop
		Hits@1:  0.1243
		MRR:  0.2397
Valid Action Count at Each Step
	Overall Average: 33.6886
		Step 1: 19.4834
		Step 2: 31.8232
		Step 3: 40.5333
		Step 4: 42.9144
Entropy Metrics
	Question Entropy:  1.0045
	Path Entropy:  4.0180
		Step 1:  1.2159
		Step 2:  1.0043
		Step 3:  0.8745
		Step 4:  0.9233
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5542
	Restart Rate:  0.0000
	No-Op Rate:  0.5542
	Cycle Rate:  0.0418
	Backtrack Rate:  0.0000
	Unique Edges:  1.7035
	Redundancy:  0.0199
	Avg Segment Hops:  1.7832
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5856
	Precision:  0.0343
	F1 Score:  0.0603
Relation-Set Overlap Metrics
	Recall:  0.2944
	Precision:  0.4255
	F1 Score:  0.3386
Relation Edit Distance Metrics:
	Overall Average:  0.7143
		4-Hop:  0.7986
		2-Hop:  0.6562
		3-Hop:  0.7695

Score for iteration 1100
Answer Metrics
	Hits@1:  0.3982
	Hits@3:  0.5487
	Hits@5:  0.6195
	Hits@10:  0.7190
	Hits@20:  0.7942
	MRR:  0.5011
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.4432
		MRR:  0.5025
	2-Hop
		Hits@1:  0.4836
		MRR:  0.6016
	3-Hop
		Hits@1:  0.1818
		MRR:  0.2876
Valid Action Count at Each Step
	Overall Average: 40.6332
		Step 1: 19.4834
		Step 2: 35.1102
		Step 3: 51.5794
		Step 4: 56.3597
Entropy Metrics
	Question Entropy:  0.8847
	Path Entropy:  3.5388
		Step 1:  0.8244
		Step 2:  0.7583
		Step 3:  0.9383
		Step 4:  1.0178
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5064
	Restart Rate:  0.0000
	No-Op Rate:  0.5064
	Cycle Rate:  0.0305
	Backtrack Rate:  0.0000
	Unique Edges:  1.9181
	Redundancy:  0.0145
	Avg Segment Hops:  1.9746
Answer(s) Endpoint Coverage Metrics
	Recall:  0.6875
	Precision:  0.0495
	F1 Score:  0.0835
Relation-Set Overlap Metrics
	Recall:  0.3937
	Precision:  0.5111
	F1 Score:  0.4343
Relation Edit Distance Metrics:
	Overall Average:  0.6158
		4-Hop:  0.6635
		2-Hop:  0.5615
		3-Hop:  0.6923

Score for iteration 1200
Answer Metrics
	Hits@1:  0.5133
	Hits@3:  0.6858
	Hits@5:  0.7478
	Hits@10:  0.8131
	Hits@20:  0.8673
	MRR:  0.6192
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.5351
		MRR:  0.6264
	2-Hop
		Hits@1:  0.6004
		MRR:  0.6992
	3-Hop
		Hits@1:  0.3117
		MRR:  0.4443
Valid Action Count at Each Step
	Overall Average: 41.3959
		Step 1: 19.4834
		Step 2: 29.0954
		Step 3: 50.2335
		Step 4: 66.7713
Entropy Metrics
	Question Entropy:  0.3713
	Path Entropy:  1.4854
		Step 1:  0.2188
		Step 2:  0.2621
		Step 3:  0.3954
		Step 4:  0.6091
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5025
	Restart Rate:  0.0000
	No-Op Rate:  0.5025
	Cycle Rate:  0.0105
	Backtrack Rate:  0.0000
	Unique Edges:  1.9712
	Redundancy:  0.0050
	Avg Segment Hops:  1.9900
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7610
	Precision:  0.0550
	F1 Score:  0.0919
Relation-Set Overlap Metrics
	Recall:  0.4297
	Precision:  0.5312
	F1 Score:  0.4647
Relation Edit Distance Metrics:
	Overall Average:  0.5778
		4-Hop:  0.7554
		2-Hop:  0.4534
		3-Hop:  0.6984

Score for iteration 1300
Answer Metrics
	Hits@1:  0.5940
	Hits@3:  0.7356
	Hits@5:  0.7909
	Hits@10:  0.8485
	Hits@20:  0.9027
	MRR:  0.6836
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.5676
		MRR:  0.6607
	2-Hop
		Hits@1:  0.6762
		MRR:  0.7598
	3-Hop
		Hits@1:  0.4416
		MRR:  0.5410
Valid Action Count at Each Step
	Overall Average: 42.1473
		Step 1: 19.4834
		Step 2: 30.9318
		Step 3: 55.1201
		Step 4: 63.0539
Entropy Metrics
	Question Entropy:  0.3668
	Path Entropy:  1.4673
		Step 1:  0.2549
		Step 2:  0.2385
		Step 3:  0.4449
		Step 4:  0.5290
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4339
	Restart Rate:  0.0000
	No-Op Rate:  0.4339
	Cycle Rate:  0.0167
	Backtrack Rate:  0.0000
	Unique Edges:  2.2400
	Redundancy:  0.0061
	Avg Segment Hops:  2.2644
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8072
	Precision:  0.0479
	F1 Score:  0.0833
Relation-Set Overlap Metrics
	Recall:  0.5323
	Precision:  0.6125
	F1 Score:  0.5599
Relation Edit Distance Metrics:
	Overall Average:  0.4831
		4-Hop:  0.5878
		2-Hop:  0.4295
		3-Hop:  0.5126

Score for iteration 1400
Answer Metrics
	Hits@1:  0.6106
	Hits@3:  0.7522
	Hits@5:  0.7998
	Hits@10:  0.8473
	Hits@20:  0.8927
	MRR:  0.6970
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.5892
		MRR:  0.6667
	2-Hop
		Hits@1:  0.6660
		MRR:  0.7595
	3-Hop
		Hits@1:  0.5108
		MRR:  0.5890
Valid Action Count at Each Step
	Overall Average: 40.2116
		Step 1: 19.4834
		Step 2: 29.2034
		Step 3: 42.6987
		Step 4: 69.4610
Entropy Metrics
	Question Entropy:  0.4035
	Path Entropy:  1.6142
		Step 1:  0.2765
		Step 2:  0.2682
		Step 3:  0.4273
		Step 4:  0.6422
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3977
	Restart Rate:  0.0000
	No-Op Rate:  0.3977
	Cycle Rate:  0.0137
	Backtrack Rate:  0.0000
	Unique Edges:  2.3883
	Redundancy:  0.0065
	Avg Segment Hops:  2.4093
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8152
	Precision:  0.0453
	F1 Score:  0.0790
Relation-Set Overlap Metrics
	Recall:  0.5666
	Precision:  0.6067
	F1 Score:  0.5796
Relation Edit Distance Metrics:
	Overall Average:  0.4629
		4-Hop:  0.6014
		2-Hop:  0.4023
		3-Hop:  0.4798

Score for iteration 1500
Answer Metrics
	Hits@1:  0.6007
	Hits@3:  0.7600
	Hits@5:  0.8009
	Hits@10:  0.8606
	Hits@20:  0.9049
	MRR:  0.6940
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6108
		MRR:  0.7037
	2-Hop
		Hits@1:  0.6537
		MRR:  0.7477
	3-Hop
		Hits@1:  0.4805
		MRR:  0.5730
Valid Action Count at Each Step
	Overall Average: 43.1742
		Step 1: 19.4834
		Step 2: 36.1015
		Step 3: 44.9929
		Step 4: 72.1191
Entropy Metrics
	Question Entropy:  0.2661
	Path Entropy:  1.0645
		Step 1:  0.2321
		Step 2:  0.1890
		Step 3:  0.2660
		Step 4:  0.3775
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4754
	Restart Rate:  0.0000
	No-Op Rate:  0.4754
	Cycle Rate:  0.0165
	Backtrack Rate:  0.0000
	Unique Edges:  2.0730
	Redundancy:  0.0122
	Avg Segment Hops:  2.0985
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7993
	Precision:  0.0595
	F1 Score:  0.0978
Relation-Set Overlap Metrics
	Recall:  0.5130
	Precision:  0.6268
	F1 Score:  0.5530
Relation Edit Distance Metrics:
	Overall Average:  0.4944
		4-Hop:  0.5878
		2-Hop:  0.4317
		3-Hop:  0.5519

Score for iteration 1600
Answer Metrics
	Hits@1:  0.6571
	Hits@3:  0.7754
	Hits@5:  0.8208
	Hits@10:  0.8728
	Hits@20:  0.9093
	MRR:  0.7315
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6757
		MRR:  0.7536
	2-Hop
		Hits@1:  0.7213
		MRR:  0.7923
	3-Hop
		Hits@1:  0.5065
		MRR:  0.5853
Valid Action Count at Each Step
	Overall Average: 44.7811
		Step 1: 19.4834
		Step 2: 35.1340
		Step 3: 51.0273
		Step 4: 73.4797
Entropy Metrics
	Question Entropy:  0.2592
	Path Entropy:  1.0370
		Step 1:  0.1836
		Step 2:  0.1731
		Step 3:  0.2612
		Step 4:  0.4191
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4486
	Restart Rate:  0.0000
	No-Op Rate:  0.4486
	Cycle Rate:  0.0171
	Backtrack Rate:  0.0000
	Unique Edges:  2.1770
	Redundancy:  0.0094
	Avg Segment Hops:  2.2058
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8156
	Precision:  0.0590
	F1 Score:  0.0974
Relation-Set Overlap Metrics
	Recall:  0.5750
	Precision:  0.6835
	F1 Score:  0.6131
Relation Edit Distance Metrics:
	Overall Average:  0.4366
		4-Hop:  0.5338
		2-Hop:  0.3769
		3-Hop:  0.4848

Score for iteration 1700
Answer Metrics
	Hits@1:  0.6770
	Hits@3:  0.7887
	Hits@5:  0.8208
	Hits@10:  0.8673
	Hits@20:  0.9104
	MRR:  0.7447
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6811
		MRR:  0.7585
	2-Hop
		Hits@1:  0.7336
		MRR:  0.7998
	3-Hop
		Hits@1:  0.5541
		MRR:  0.6171
Valid Action Count at Each Step
	Overall Average: 49.7457
		Step 1: 19.4834
		Step 2: 36.7070
		Step 3: 55.3969
		Step 4: 87.3955
Entropy Metrics
	Question Entropy:  0.2264
	Path Entropy:  0.9056
		Step 1:  0.1573
		Step 2:  0.1623
		Step 3:  0.2203
		Step 4:  0.3656
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4475
	Restart Rate:  0.0000
	No-Op Rate:  0.4475
	Cycle Rate:  0.0191
	Backtrack Rate:  0.0000
	Unique Edges:  2.1726
	Redundancy:  0.0095
	Avg Segment Hops:  2.2102
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8029
	Precision:  0.0657
	F1 Score:  0.1041
Relation-Set Overlap Metrics
	Recall:  0.5875
	Precision:  0.6910
	F1 Score:  0.6245
Relation Edit Distance Metrics:
	Overall Average:  0.4230
		4-Hop:  0.5297
		2-Hop:  0.3349
		3-Hop:  0.5238

Score for iteration 1800
Answer Metrics
	Hits@1:  0.6914
	Hits@3:  0.8053
	Hits@5:  0.8418
	Hits@10:  0.8872
	Hits@20:  0.9148
	MRR:  0.7588
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6541
		MRR:  0.7243
	2-Hop
		Hits@1:  0.7684
		MRR:  0.8286
	3-Hop
		Hits@1:  0.5584
		MRR:  0.6387
Valid Action Count at Each Step
	Overall Average: 47.5686
		Step 1: 19.4834
		Step 2: 33.4115
		Step 3: 59.8463
		Step 4: 77.5332
Entropy Metrics
	Question Entropy:  0.2283
	Path Entropy:  0.9132
		Step 1:  0.1740
		Step 2:  0.1235
		Step 3:  0.2301
		Step 4:  0.3856
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4486
	Restart Rate:  0.0000
	No-Op Rate:  0.4486
	Cycle Rate:  0.0166
	Backtrack Rate:  0.0000
	Unique Edges:  2.1803
	Redundancy:  0.0068
	Avg Segment Hops:  2.2058
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8015
	Precision:  0.0554
	F1 Score:  0.0929
Relation-Set Overlap Metrics
	Recall:  0.6111
	Precision:  0.7065
	F1 Score:  0.6460
Relation Edit Distance Metrics:
	Overall Average:  0.4024
		4-Hop:  0.5284
		2-Hop:  0.3036
		3-Hop:  0.5101

Score for iteration 1900
Answer Metrics
	Hits@1:  0.6925
	Hits@3:  0.8197
	Hits@5:  0.8584
	Hits@10:  0.8971
	Hits@20:  0.9226
	MRR:  0.7667
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7243
		MRR:  0.7914
	2-Hop
		Hits@1:  0.7520
		MRR:  0.8254
	3-Hop
		Hits@1:  0.5411
		MRR:  0.6227
Valid Action Count at Each Step
	Overall Average: 46.4330
		Step 1: 19.4834
		Step 2: 37.1770
		Step 3: 54.6705
		Step 4: 74.4013
Entropy Metrics
	Question Entropy:  0.1798
	Path Entropy:  0.7191
		Step 1:  0.1108
		Step 2:  0.1070
		Step 3:  0.1713
		Step 4:  0.3300
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4757
	Restart Rate:  0.0000
	No-Op Rate:  0.4757
	Cycle Rate:  0.0092
	Backtrack Rate:  0.0000
	Unique Edges:  2.0918
	Redundancy:  0.0026
	Avg Segment Hops:  2.0973
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8046
	Precision:  0.0526
	F1 Score:  0.0887
Relation-Set Overlap Metrics
	Recall:  0.5975
	Precision:  0.7185
	F1 Score:  0.6412
Relation Edit Distance Metrics:
	Overall Average:  0.4121
		4-Hop:  0.5297
		2-Hop:  0.3455
		3-Hop:  0.4585

Score for iteration 2000
Answer Metrics
	Hits@1:  0.6637
	Hits@3:  0.7898
	Hits@5:  0.8352
	Hits@10:  0.8872
	Hits@20:  0.9392
	MRR:  0.7422
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6973
		MRR:  0.7676
	2-Hop
		Hits@1:  0.7275
		MRR:  0.8027
	3-Hop
		Hits@1:  0.5022
		MRR:  0.5940
Valid Action Count at Each Step
	Overall Average: 47.1315
		Step 1: 19.4834
		Step 2: 35.2404
		Step 3: 55.8960
		Step 4: 77.9063
Entropy Metrics
	Question Entropy:  0.1873
	Path Entropy:  0.7493
		Step 1:  0.1214
		Step 2:  0.1017
		Step 3:  0.1915
		Step 4:  0.3347
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4428
	Restart Rate:  0.0000
	No-Op Rate:  0.4428
	Cycle Rate:  0.0079
	Backtrack Rate:  0.0000
	Unique Edges:  2.2212
	Redundancy:  0.0042
	Avg Segment Hops:  2.2290
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8432
	Precision:  0.0555
	F1 Score:  0.0934
Relation-Set Overlap Metrics
	Recall:  0.5934
	Precision:  0.6843
	F1 Score:  0.6257
Relation Edit Distance Metrics:
	Overall Average:  0.4212
		4-Hop:  0.5216
		2-Hop:  0.3473
		3-Hop:  0.4968

Score for iteration 2100
Answer Metrics
	Hits@1:  0.6759
	Hits@3:  0.7998
	Hits@5:  0.8374
	Hits@10:  0.8816
	Hits@20:  0.9170
	MRR:  0.7510
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6811
		MRR:  0.7544
	2-Hop
		Hits@1:  0.7295
		MRR:  0.8043
	3-Hop
		Hits@1:  0.5584
		MRR:  0.6358
Valid Action Count at Each Step
	Overall Average: 54.9571
		Step 1: 19.4834
		Step 2: 45.3867
		Step 3: 63.1639
		Step 4: 91.7943
Entropy Metrics
	Question Entropy:  0.1979
	Path Entropy:  0.7918
		Step 1:  0.1301
		Step 2:  0.1430
		Step 3:  0.1543
		Step 4:  0.3644
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4585
	Restart Rate:  0.0000
	No-Op Rate:  0.4585
	Cycle Rate:  0.0160
	Backtrack Rate:  0.0000
	Unique Edges:  2.1615
	Redundancy:  0.0036
	Avg Segment Hops:  2.1659
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7713
	Precision:  0.0566
	F1 Score:  0.0917
Relation-Set Overlap Metrics
	Recall:  0.5769
	Precision:  0.6692
	F1 Score:  0.6093
Relation Edit Distance Metrics:
	Overall Average:  0.4381
		4-Hop:  0.5473
		2-Hop:  0.3774
		3-Hop:  0.4787

Score for iteration 2200
Answer Metrics
	Hits@1:  0.7069
	Hits@3:  0.8274
	Hits@5:  0.8573
	Hits@10:  0.8982
	Hits@20:  0.9347
	MRR:  0.7775
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7568
		MRR:  0.8256
	2-Hop
		Hits@1:  0.7459
		MRR:  0.8202
	3-Hop
		Hits@1:  0.5844
		MRR:  0.6487
Valid Action Count at Each Step
	Overall Average: 49.5585
		Step 1: 19.4834
		Step 2: 43.0439
		Step 3: 62.3285
		Step 4: 73.3781
Entropy Metrics
	Question Entropy:  0.1860
	Path Entropy:  0.7439
		Step 1:  0.1189
		Step 2:  0.1631
		Step 3:  0.1718
		Step 4:  0.2902
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4367
	Restart Rate:  0.0000
	No-Op Rate:  0.4367
	Cycle Rate:  0.0205
	Backtrack Rate:  0.0000
	Unique Edges:  2.2378
	Redundancy:  0.0044
	Avg Segment Hops:  2.2533
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8638
	Precision:  0.0641
	F1 Score:  0.1068
Relation-Set Overlap Metrics
	Recall:  0.6061
	Precision:  0.6958
	F1 Score:  0.6377
Relation Edit Distance Metrics:
	Overall Average:  0.4138
		4-Hop:  0.4919
		2-Hop:  0.3456
		3-Hop:  0.4953

Score for iteration 2300
Answer Metrics
	Hits@1:  0.6836
	Hits@3:  0.8208
	Hits@5:  0.8429
	Hits@10:  0.8838
	Hits@20:  0.9170
	MRR:  0.7610
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7189
		MRR:  0.7751
	2-Hop
		Hits@1:  0.7480
		MRR:  0.8275
	3-Hop
		Hits@1:  0.5195
		MRR:  0.6092
Valid Action Count at Each Step
	Overall Average: 46.3496
		Step 1: 19.4834
		Step 2: 37.1056
		Step 3: 54.6155
		Step 4: 74.1937
Entropy Metrics
	Question Entropy:  0.1793
	Path Entropy:  0.7171
		Step 1:  0.1377
		Step 2:  0.1410
		Step 3:  0.1675
		Step 4:  0.2709
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4259
	Restart Rate:  0.0000
	No-Op Rate:  0.4259
	Cycle Rate:  0.0196
	Backtrack Rate:  0.0000
	Unique Edges:  2.2854
	Redundancy:  0.0041
	Avg Segment Hops:  2.2965
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8230
	Precision:  0.0598
	F1 Score:  0.0988
Relation-Set Overlap Metrics
	Recall:  0.6397
	Precision:  0.7276
	F1 Score:  0.6707
Relation Edit Distance Metrics:
	Overall Average:  0.3826
		4-Hop:  0.5135
		2-Hop:  0.3152
		3-Hop:  0.4199

Score for iteration 2400
Answer Metrics
	Hits@1:  0.7257
	Hits@3:  0.8230
	Hits@5:  0.8562
	Hits@10:  0.9004
	Hits@20:  0.9226
	MRR:  0.7843
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7405
		MRR:  0.7917
	2-Hop
		Hits@1:  0.8033
		MRR:  0.8565
	3-Hop
		Hits@1:  0.5498
		MRR:  0.6261
Valid Action Count at Each Step
	Overall Average: 38.1612
		Step 1: 19.4834
		Step 2: 31.1961
		Step 3: 38.8039
		Step 4: 63.1613
Entropy Metrics
	Question Entropy:  0.1389
	Path Entropy:  0.5557
		Step 1:  0.0950
		Step 2:  0.0745
		Step 3:  0.1407
		Step 4:  0.2455
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4455
	Restart Rate:  0.0000
	No-Op Rate:  0.4455
	Cycle Rate:  0.0038
	Backtrack Rate:  0.0000
	Unique Edges:  2.2168
	Redundancy:  0.0025
	Avg Segment Hops:  2.2179
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8135
	Precision:  0.0561
	F1 Score:  0.0939
Relation-Set Overlap Metrics
	Recall:  0.6408
	Precision:  0.7413
	F1 Score:  0.6773
Relation Edit Distance Metrics:
	Overall Average:  0.3696
		4-Hop:  0.4959
		2-Hop:  0.2876
		3-Hop:  0.4416

Score for iteration 2500
Answer Metrics
	Hits@1:  0.7135
	Hits@3:  0.8341
	Hits@5:  0.8639
	Hits@10:  0.9027
	Hits@20:  0.9358
	MRR:  0.7841
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7297
		MRR:  0.7931
	2-Hop
		Hits@1:  0.7541
		MRR:  0.8318
	3-Hop
		Hits@1:  0.6147
		MRR:  0.6763
Valid Action Count at Each Step
	Overall Average: 54.2289
		Step 1: 19.4834
		Step 2: 52.4198
		Step 3: 59.4005
		Step 4: 85.6119
Entropy Metrics
	Question Entropy:  0.1633
	Path Entropy:  0.6532
		Step 1:  0.1157
		Step 2:  0.1740
		Step 3:  0.1433
		Step 4:  0.2201
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3996
	Restart Rate:  0.0000
	No-Op Rate:  0.3996
	Cycle Rate:  0.0384
	Backtrack Rate:  0.0000
	Unique Edges:  2.3584
	Redundancy:  0.0124
	Avg Segment Hops:  2.4015
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7969
	Precision:  0.0609
	F1 Score:  0.0989
Relation-Set Overlap Metrics
	Recall:  0.6162
	Precision:  0.6960
	F1 Score:  0.6419
Relation Edit Distance Metrics:
	Overall Average:  0.4127
		4-Hop:  0.5446
		2-Hop:  0.3306
		3-Hop:  0.4805

Score for iteration 2600
Answer Metrics
	Hits@1:  0.7058
	Hits@3:  0.8285
	Hits@5:  0.8628
	Hits@10:  0.9027
	Hits@20:  0.9281
	MRR:  0.7771
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7189
		MRR:  0.7912
	2-Hop
		Hits@1:  0.7684
		MRR:  0.8357
	3-Hop
		Hits@1:  0.5628
		MRR:  0.6423
Valid Action Count at Each Step
	Overall Average: 48.3521
		Step 1: 19.4834
		Step 2: 38.0341
		Step 3: 48.6174
		Step 4: 87.2733
Entropy Metrics
	Question Entropy:  0.1200
	Path Entropy:  0.4802
		Step 1:  0.0721
		Step 2:  0.0703
		Step 3:  0.1184
		Step 4:  0.2194
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4632
	Restart Rate:  0.0000
	No-Op Rate:  0.4632
	Cycle Rate:  0.0112
	Backtrack Rate:  0.0000
	Unique Edges:  2.1449
	Redundancy:  0.0029
	Avg Segment Hops:  2.1471
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7851
	Precision:  0.0548
	F1 Score:  0.0911
Relation-Set Overlap Metrics
	Recall:  0.6227
	Precision:  0.7453
	F1 Score:  0.6663
Relation Edit Distance Metrics:
	Overall Average:  0.3842
		4-Hop:  0.5108
		2-Hop:  0.2985
		3-Hop:  0.4639

Score for iteration 2700
Answer Metrics
	Hits@1:  0.7268
	Hits@3:  0.8473
	Hits@5:  0.8827
	Hits@10:  0.9292
	Hits@20:  0.9546
	MRR:  0.7984
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7784
		MRR:  0.8392
	2-Hop
		Hits@1:  0.7787
		MRR:  0.8493
	3-Hop
		Hits@1:  0.5758
		MRR:  0.6583
Valid Action Count at Each Step
	Overall Average: 54.9472
		Step 1: 19.4834
		Step 2: 45.0536
		Step 3: 66.8849
		Step 4: 88.3670
Entropy Metrics
	Question Entropy:  0.1503
	Path Entropy:  0.6013
		Step 1:  0.1050
		Step 2:  0.1228
		Step 3:  0.1316
		Step 4:  0.2419
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4096
	Restart Rate:  0.0000
	No-Op Rate:  0.4096
	Cycle Rate:  0.0185
	Backtrack Rate:  0.0000
	Unique Edges:  2.3573
	Redundancy:  0.0013
	Avg Segment Hops:  2.3617
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8600
	Precision:  0.0642
	F1 Score:  0.1051
Relation-Set Overlap Metrics
	Recall:  0.6371
	Precision:  0.7020
	F1 Score:  0.6582
Relation Edit Distance Metrics:
	Overall Average:  0.3877
		4-Hop:  0.5203
		2-Hop:  0.2910
		3-Hop:  0.4859

Score for iteration 2800
Answer Metrics
	Hits@1:  0.7445
	Hits@3:  0.8529
	Hits@5:  0.8761
	Hits@10:  0.9237
	Hits@20:  0.9491
	MRR:  0.8084
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7243
		MRR:  0.8015
	2-Hop
		Hits@1:  0.8156
		MRR:  0.8713
	3-Hop
		Hits@1:  0.6104
		MRR:  0.6810
Valid Action Count at Each Step
	Overall Average: 56.8295
		Step 1: 19.4834
		Step 2: 48.5123
		Step 3: 73.4291
		Step 4: 85.8931
Entropy Metrics
	Question Entropy:  0.1357
	Path Entropy:  0.5427
		Step 1:  0.1235
		Step 2:  0.0985
		Step 3:  0.0864
		Step 4:  0.2342
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4209
	Restart Rate:  0.0000
	No-Op Rate:  0.4209
	Cycle Rate:  0.0303
	Backtrack Rate:  0.0000
	Unique Edges:  2.3042
	Redundancy:  0.0064
	Avg Segment Hops:  2.3164
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8262
	Precision:  0.0690
	F1 Score:  0.1096
Relation-Set Overlap Metrics
	Recall:  0.6468
	Precision:  0.7209
	F1 Score:  0.6695
Relation Edit Distance Metrics:
	Overall Average:  0.3822
		4-Hop:  0.5405
		2-Hop:  0.2809
		3-Hop:  0.4693

Score for iteration 2900
Answer Metrics
	Hits@1:  0.7168
	Hits@3:  0.8518
	Hits@5:  0.8971
	Hits@10:  0.9325
	Hits@20:  0.9624
	MRR:  0.7949
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8000
		MRR:  0.8625
	2-Hop
		Hits@1:  0.7500
		MRR:  0.8298
	3-Hop
		Hits@1:  0.5801
		MRR:  0.6671
Valid Action Count at Each Step
	Overall Average: 59.1946
		Step 1: 19.4834
		Step 2: 56.3452
		Step 3: 77.2007
		Step 4: 83.7493
Entropy Metrics
	Question Entropy:  0.1375
	Path Entropy:  0.5498
		Step 1:  0.1010
		Step 2:  0.1055
		Step 3:  0.1138
		Step 4:  0.2295
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3927
	Restart Rate:  0.0000
	No-Op Rate:  0.3927
	Cycle Rate:  0.0377
	Backtrack Rate:  0.0000
	Unique Edges:  2.4015
	Redundancy:  0.0075
	Avg Segment Hops:  2.4292
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8588
	Precision:  0.0692
	F1 Score:  0.1093
Relation-Set Overlap Metrics
	Recall:  0.6294
	Precision:  0.6877
	F1 Score:  0.6452
Relation Edit Distance Metrics:
	Overall Average:  0.4138
		4-Hop:  0.5378
		2-Hop:  0.3255
		3-Hop:  0.5011

Score for iteration 3000
Answer Metrics
	Hits@1:  0.7644
	Hits@3:  0.8529
	Hits@5:  0.8728
	Hits@10:  0.9015
	Hits@20:  0.9270
	MRR:  0.8153
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7838
		MRR:  0.8308
	2-Hop
		Hits@1:  0.8217
		MRR:  0.8747
	3-Hop
		Hits@1:  0.6277
		MRR:  0.6774
Valid Action Count at Each Step
	Overall Average: 52.3586
		Step 1: 19.4834
		Step 2: 41.8094
		Step 3: 67.2665
		Step 4: 80.8752
Entropy Metrics
	Question Entropy:  0.1190
	Path Entropy:  0.4759
		Step 1:  0.0781
		Step 2:  0.0803
		Step 3:  0.0934
		Step 4:  0.2241
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4242
	Restart Rate:  0.0000
	No-Op Rate:  0.4242
	Cycle Rate:  0.0242
	Backtrack Rate:  0.0000
	Unique Edges:  2.2942
	Redundancy:  0.0028
	Avg Segment Hops:  2.3031
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8164
	Precision:  0.0579
	F1 Score:  0.0958
Relation-Set Overlap Metrics
	Recall:  0.6567
	Precision:  0.7419
	F1 Score:  0.6855
Relation Edit Distance Metrics:
	Overall Average:  0.3670
		4-Hop:  0.5189
		2-Hop:  0.2766
		3-Hop:  0.4361

Score for iteration 3100
Answer Metrics
	Hits@1:  0.7500
	Hits@3:  0.8639
	Hits@5:  0.8916
	Hits@10:  0.9115
	Hits@20:  0.9369
	MRR:  0.8124
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7838
		MRR:  0.8375
	2-Hop
		Hits@1:  0.8012
		MRR:  0.8640
	3-Hop
		Hits@1:  0.6147
		MRR:  0.6833
Valid Action Count at Each Step
	Overall Average: 51.0015
		Step 1: 19.4834
		Step 2: 43.7208
		Step 3: 63.4142
		Step 4: 77.3875
Entropy Metrics
	Question Entropy:  0.1334
	Path Entropy:  0.5335
		Step 1:  0.0841
		Step 2:  0.1163
		Step 3:  0.1165
		Step 4:  0.2166
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3623
	Restart Rate:  0.0000
	No-Op Rate:  0.3623
	Cycle Rate:  0.0473
	Backtrack Rate:  0.0000
	Unique Edges:  2.5055
	Redundancy:  0.0115
	Avg Segment Hops:  2.5509
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8542
	Precision:  0.0600
	F1 Score:  0.1001
Relation-Set Overlap Metrics
	Recall:  0.6425
	Precision:  0.6857
	F1 Score:  0.6532
Relation Edit Distance Metrics:
	Overall Average:  0.3967
		4-Hop:  0.5446
		2-Hop:  0.3096
		3-Hop:  0.4621

Score for iteration 3200
Answer Metrics
	Hits@1:  0.7732
	Hits@3:  0.8650
	Hits@5:  0.8938
	Hits@10:  0.9181
	Hits@20:  0.9358
	MRR:  0.8252
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8162
		MRR:  0.8663
	2-Hop
		Hits@1:  0.8238
		MRR:  0.8713
	3-Hop
		Hits@1:  0.6320
		MRR:  0.6948
Valid Action Count at Each Step
	Overall Average: 56.7322
		Step 1: 19.4834
		Step 2: 54.1509
		Step 3: 70.7863
		Step 4: 82.5080
Entropy Metrics
	Question Entropy:  0.1129
	Path Entropy:  0.4515
		Step 1:  0.0950
		Step 2:  0.0899
		Step 3:  0.0914
		Step 4:  0.1752
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4184
	Restart Rate:  0.0000
	No-Op Rate:  0.4184
	Cycle Rate:  0.0302
	Backtrack Rate:  0.0000
	Unique Edges:  2.3131
	Redundancy:  0.0034
	Avg Segment Hops:  2.3263
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8699
	Precision:  0.0756
	F1 Score:  0.1201
Relation-Set Overlap Metrics
	Recall:  0.6195
	Precision:  0.6953
	F1 Score:  0.6428
Relation Edit Distance Metrics:
	Overall Average:  0.4106
		4-Hop:  0.6095
		2-Hop:  0.3045
		3-Hop:  0.4755

Score for iteration 3300
Answer Metrics
	Hits@1:  0.7489
	Hits@3:  0.8529
	Hits@5:  0.8894
	Hits@10:  0.9181
	Hits@20:  0.9392
	MRR:  0.8097
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8378
		MRR:  0.8818
	2-Hop
		Hits@1:  0.7705
		MRR:  0.8395
	3-Hop
		Hits@1:  0.6320
		MRR:  0.6890
Valid Action Count at Each Step
	Overall Average: 62.3970
		Step 1: 19.4834
		Step 2: 64.0746
		Step 3: 81.7714
		Step 4: 84.2583
Entropy Metrics
	Question Entropy:  0.0962
	Path Entropy:  0.3849
		Step 1:  0.0692
		Step 2:  0.0637
		Step 3:  0.0733
		Step 4:  0.1788
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4281
	Restart Rate:  0.0000
	No-Op Rate:  0.4281
	Cycle Rate:  0.0440
	Backtrack Rate:  0.0000
	Unique Edges:  2.2655
	Redundancy:  0.0066
	Avg Segment Hops:  2.2876
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8569
	Precision:  0.0764
	F1 Score:  0.1215
Relation-Set Overlap Metrics
	Recall:  0.6190
	Precision:  0.7090
	F1 Score:  0.6467
Relation Edit Distance Metrics:
	Overall Average:  0.4172
		4-Hop:  0.5797
		2-Hop:  0.3313
		3-Hop:  0.4686

Score for iteration 3400
Answer Metrics
	Hits@1:  0.7334
	Hits@3:  0.8540
	Hits@5:  0.8750
	Hits@10:  0.9060
	Hits@20:  0.9270
	MRR:  0.7985
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7838
		MRR:  0.8452
	2-Hop
		Hits@1:  0.7869
		MRR:  0.8520
	3-Hop
		Hits@1:  0.5801
		MRR:  0.6481
Valid Action Count at Each Step
	Overall Average: 52.5293
		Step 1: 19.4834
		Step 2: 42.0201
		Step 3: 65.0653
		Step 4: 83.5483
Entropy Metrics
	Question Entropy:  0.0916
	Path Entropy:  0.3664
		Step 1:  0.0679
		Step 2:  0.0550
		Step 3:  0.0651
		Step 4:  0.1786
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4610
	Restart Rate:  0.0000
	No-Op Rate:  0.4610
	Cycle Rate:  0.0198
	Backtrack Rate:  0.0000
	Unique Edges:  2.1538
	Redundancy:  0.0041
	Avg Segment Hops:  2.1560
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8195
	Precision:  0.0648
	F1 Score:  0.1021
Relation-Set Overlap Metrics
	Recall:  0.6374
	Precision:  0.7551
	F1 Score:  0.6767
Relation Edit Distance Metrics:
	Overall Average:  0.3815
		4-Hop:  0.5324
		2-Hop:  0.2831
		3-Hop:  0.4686

Score for iteration 3500
Answer Metrics
	Hits@1:  0.6947
	Hits@3:  0.8485
	Hits@5:  0.8827
	Hits@10:  0.9192
	Hits@20:  0.9336
	MRR:  0.7779
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8000
		MRR:  0.8536
	2-Hop
		Hits@1:  0.7500
		MRR:  0.8332
	3-Hop
		Hits@1:  0.4935
		MRR:  0.6005
Valid Action Count at Each Step
	Overall Average: 52.9511
		Step 1: 19.4834
		Step 2: 42.7233
		Step 3: 67.9107
		Step 4: 81.6870
Entropy Metrics
	Question Entropy:  0.1049
	Path Entropy:  0.4195
		Step 1:  0.0632
		Step 2:  0.0800
		Step 3:  0.0900
		Step 4:  0.1864
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4599
	Restart Rate:  0.0000
	No-Op Rate:  0.4599
	Cycle Rate:  0.0272
	Backtrack Rate:  0.0000
	Unique Edges:  2.1527
	Redundancy:  0.0081
	Avg Segment Hops:  2.1604
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8096
	Precision:  0.0656
	F1 Score:  0.1073
Relation-Set Overlap Metrics
	Recall:  0.6154
	Precision:  0.7400
	F1 Score:  0.6569
Relation Edit Distance Metrics:
	Overall Average:  0.4029
		4-Hop:  0.5108
		2-Hop:  0.3166
		3-Hop:  0.4989

Score for iteration 3600
Answer Metrics
	Hits@1:  0.7566
	Hits@3:  0.8462
	Hits@5:  0.8894
	Hits@10:  0.9148
	Hits@20:  0.9325
	MRR:  0.8118
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8270
		MRR:  0.8721
	2-Hop
		Hits@1:  0.7992
		MRR:  0.8552
	3-Hop
		Hits@1:  0.6104
		MRR:  0.6717
Valid Action Count at Each Step
	Overall Average: 51.4001
		Step 1: 19.4834
		Step 2: 45.1428
		Step 3: 61.7613
		Step 4: 79.2129
Entropy Metrics
	Question Entropy:  0.0896
	Path Entropy:  0.3583
		Step 1:  0.0655
		Step 2:  0.0617
		Step 3:  0.0755
		Step 4:  0.1557
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4483
	Restart Rate:  0.0000
	No-Op Rate:  0.4483
	Cycle Rate:  0.0135
	Backtrack Rate:  0.0000
	Unique Edges:  2.2058
	Redundancy:  0.0025
	Avg Segment Hops:  2.2069
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8533
	Precision:  0.0665
	F1 Score:  0.1074
Relation-Set Overlap Metrics
	Recall:  0.6377
	Precision:  0.7333
	F1 Score:  0.6712
Relation Edit Distance Metrics:
	Overall Average:  0.3765
		4-Hop:  0.5095
		2-Hop:  0.2797
		3-Hop:  0.4744

Score for iteration 3700
Answer Metrics
	Hits@1:  0.7223
	Hits@3:  0.8374
	Hits@5:  0.8673
	Hits@10:  0.8982
	Hits@20:  0.9259
	MRR:  0.7874
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7135
		MRR:  0.7952
	2-Hop
		Hits@1:  0.8074
		MRR:  0.8621
	3-Hop
		Hits@1:  0.5498
		MRR:  0.6231
Valid Action Count at Each Step
	Overall Average: 49.1324
		Step 1: 19.4834
		Step 2: 42.8588
		Step 3: 53.8698
		Step 4: 80.3174
Entropy Metrics
	Question Entropy:  0.0902
	Path Entropy:  0.3606
		Step 1:  0.0568
		Step 2:  0.0588
		Step 3:  0.0679
		Step 4:  0.1772
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4267
	Restart Rate:  0.0000
	No-Op Rate:  0.4267
	Cycle Rate:  0.0230
	Backtrack Rate:  0.0000
	Unique Edges:  2.2843
	Redundancy:  0.0035
	Avg Segment Hops:  2.2931
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8245
	Precision:  0.0617
	F1 Score:  0.1005
Relation-Set Overlap Metrics
	Recall:  0.6461
	Precision:  0.7325
	F1 Score:  0.6736
Relation Edit Distance Metrics:
	Overall Average:  0.3811
		4-Hop:  0.5000
		2-Hop:  0.2896
		3-Hop:  0.4791

Score for iteration 3800
Answer Metrics
	Hits@1:  0.7544
	Hits@3:  0.8573
	Hits@5:  0.8739
	Hits@10:  0.9004
	Hits@20:  0.9181
	MRR:  0.8107
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8216
		MRR:  0.8489
	2-Hop
		Hits@1:  0.7889
		MRR:  0.8546
	3-Hop
		Hits@1:  0.6277
		MRR:  0.6873
Valid Action Count at Each Step
	Overall Average: 50.6383
		Step 1: 19.4834
		Step 2: 43.7674
		Step 3: 50.4734
		Step 4: 88.8292
Entropy Metrics
	Question Entropy:  0.0953
	Path Entropy:  0.3813
		Step 1:  0.0666
		Step 2:  0.0789
		Step 3:  0.0826
		Step 4:  0.1532
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4317
	Restart Rate:  0.0000
	No-Op Rate:  0.4317
	Cycle Rate:  0.0261
	Backtrack Rate:  0.0000
	Unique Edges:  2.2666
	Redundancy:  0.0076
	Avg Segment Hops:  2.2732
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7895
	Precision:  0.0695
	F1 Score:  0.1086
Relation-Set Overlap Metrics
	Recall:  0.6438
	Precision:  0.7382
	F1 Score:  0.6741
Relation Edit Distance Metrics:
	Overall Average:  0.3817
		4-Hop:  0.4811
		2-Hop:  0.3125
		3-Hop:  0.4484

Score for iteration 3900
Answer Metrics
	Hits@1:  0.7400
	Hits@3:  0.8418
	Hits@5:  0.8728
	Hits@10:  0.9093
	Hits@20:  0.9192
	MRR:  0.8002
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7946
		MRR:  0.8398
	2-Hop
		Hits@1:  0.7787
		MRR:  0.8434
	3-Hop
		Hits@1:  0.6147
		MRR:  0.6770
Valid Action Count at Each Step
	Overall Average: 52.9653
		Step 1: 19.4834
		Step 2: 44.7659
		Step 3: 61.4022
		Step 4: 86.2095
Entropy Metrics
	Question Entropy:  0.1022
	Path Entropy:  0.4086
		Step 1:  0.0689
		Step 2:  0.0591
		Step 3:  0.0851
		Step 4:  0.1955
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4605
	Restart Rate:  0.0000
	No-Op Rate:  0.4605
	Cycle Rate:  0.0158
	Backtrack Rate:  0.0000
	Unique Edges:  2.1560
	Redundancy:  0.0018
	Avg Segment Hops:  2.1582
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7845
	Precision:  0.0612
	F1 Score:  0.0978
Relation-Set Overlap Metrics
	Recall:  0.6303
	Precision:  0.7489
	F1 Score:  0.6718
Relation Edit Distance Metrics:
	Overall Average:  0.3825
		4-Hop:  0.4878
		2-Hop:  0.3016
		3-Hop:  0.4690

Score for iteration 4000
Answer Metrics
	Hits@1:  0.7666
	Hits@3:  0.8573
	Hits@5:  0.8938
	Hits@10:  0.9192
	Hits@20:  0.9392
	MRR:  0.8222
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7351
		MRR:  0.8062
	2-Hop
		Hits@1:  0.8381
		MRR:  0.8854
	3-Hop
		Hits@1:  0.6407
		MRR:  0.7018
Valid Action Count at Each Step
	Overall Average: 61.0868
		Step 1: 19.4834
		Step 2: 59.0205
		Step 3: 73.0534
		Step 4: 92.7897
Entropy Metrics
	Question Entropy:  0.1067
	Path Entropy:  0.4269
		Step 1:  0.0665
		Step 2:  0.0721
		Step 3:  0.0941
		Step 4:  0.1943
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3993
	Restart Rate:  0.0000
	No-Op Rate:  0.3993
	Cycle Rate:  0.0571
	Backtrack Rate:  0.0000
	Unique Edges:  2.3407
	Redundancy:  0.0158
	Avg Segment Hops:  2.4027
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8398
	Precision:  0.0818
	F1 Score:  0.1205
Relation-Set Overlap Metrics
	Recall:  0.6610
	Precision:  0.7364
	F1 Score:  0.6842
Relation Edit Distance Metrics:
	Overall Average:  0.3789
		4-Hop:  0.5419
		2-Hop:  0.2865
		3-Hop:  0.4434

Score for iteration 4100
Answer Metrics
	Hits@1:  0.7832
	Hits@3:  0.8684
	Hits@5:  0.8960
	Hits@10:  0.9248
	Hits@20:  0.9425
	MRR:  0.8337
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8378
		MRR:  0.8738
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8795
	3-Hop
		Hits@1:  0.6450
		MRR:  0.7047
Valid Action Count at Each Step
	Overall Average: 54.6524
		Step 1: 19.4834
		Step 2: 53.4696
		Step 3: 66.8772
		Step 4: 78.7794
Entropy Metrics
	Question Entropy:  0.1072
	Path Entropy:  0.4288
		Step 1:  0.0718
		Step 2:  0.0766
		Step 3:  0.0798
		Step 4:  0.2006
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4361
	Restart Rate:  0.0000
	No-Op Rate:  0.4361
	Cycle Rate:  0.0336
	Backtrack Rate:  0.0000
	Unique Edges:  2.2478
	Redundancy:  0.0058
	Avg Segment Hops:  2.2555
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8309
	Precision:  0.0746
	F1 Score:  0.1175
Relation-Set Overlap Metrics
	Recall:  0.6461
	Precision:  0.7364
	F1 Score:  0.6757
Relation Edit Distance Metrics:
	Overall Average:  0.3775
		4-Hop:  0.5122
		2-Hop:  0.2913
		3-Hop:  0.4517

Score for iteration 4200
Answer Metrics
	Hits@1:  0.7765
	Hits@3:  0.8872
	Hits@5:  0.9060
	Hits@10:  0.9325
	Hits@20:  0.9469
	MRR:  0.8366
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8856
	2-Hop
		Hits@1:  0.8197
		MRR:  0.8767
	3-Hop
		Hits@1:  0.6407
		MRR:  0.7127
Valid Action Count at Each Step
	Overall Average: 64.0559
		Step 1: 19.4834
		Step 2: 65.8787
		Step 3: 78.5883
		Step 4: 92.2730
Entropy Metrics
	Question Entropy:  0.1039
	Path Entropy:  0.4158
		Step 1:  0.0576
		Step 2:  0.0692
		Step 3:  0.0799
		Step 4:  0.2091
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4062
	Restart Rate:  0.0000
	No-Op Rate:  0.4062
	Cycle Rate:  0.0554
	Backtrack Rate:  0.0000
	Unique Edges:  2.3385
	Redundancy:  0.0115
	Avg Segment Hops:  2.3750
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8360
	Precision:  0.0722
	F1 Score:  0.1129
Relation-Set Overlap Metrics
	Recall:  0.6288
	Precision:  0.6927
	F1 Score:  0.6466
Relation Edit Distance Metrics:
	Overall Average:  0.4116
		4-Hop:  0.5459
		2-Hop:  0.3192
		3-Hop:  0.4993

Score for iteration 4300
Answer Metrics
	Hits@1:  0.7920
	Hits@3:  0.8861
	Hits@5:  0.9049
	Hits@10:  0.9237
	Hits@20:  0.9369
	MRR:  0.8416
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8486
		MRR:  0.8906
	2-Hop
		Hits@1:  0.8402
		MRR:  0.8894
	3-Hop
		Hits@1:  0.6450
		MRR:  0.7014
Valid Action Count at Each Step
	Overall Average: 55.5733
		Step 1: 19.4834
		Step 2: 49.8057
		Step 3: 75.7298
		Step 4: 77.2744
Entropy Metrics
	Question Entropy:  0.0892
	Path Entropy:  0.3567
		Step 1:  0.0534
		Step 2:  0.0510
		Step 3:  0.0765
		Step 4:  0.1758
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4320
	Restart Rate:  0.0000
	No-Op Rate:  0.4320
	Cycle Rate:  0.0242
	Backtrack Rate:  0.0000
	Unique Edges:  2.2688
	Redundancy:  0.0031
	Avg Segment Hops:  2.2721
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8770
	Precision:  0.0615
	F1 Score:  0.1010
Relation-Set Overlap Metrics
	Recall:  0.6610
	Precision:  0.7501
	F1 Score:  0.6909
Relation Edit Distance Metrics:
	Overall Average:  0.3618
		4-Hop:  0.5257
		2-Hop:  0.2579
		3-Hop:  0.4502

Score for iteration 4400
Answer Metrics
	Hits@1:  0.7235
	Hits@3:  0.8296
	Hits@5:  0.8628
	Hits@10:  0.9004
	Hits@20:  0.9237
	MRR:  0.7859
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7189
		MRR:  0.7786
	2-Hop
		Hits@1:  0.7971
		MRR:  0.8543
	3-Hop
		Hits@1:  0.5714
		MRR:  0.6472
Valid Action Count at Each Step
	Overall Average: 46.9701
		Step 1: 19.4834
		Step 2: 38.7737
		Step 3: 54.4906
		Step 4: 75.1328
Entropy Metrics
	Question Entropy:  0.0734
	Path Entropy:  0.2936
		Step 1:  0.0457
		Step 2:  0.0358
		Step 3:  0.0629
		Step 4:  0.1492
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4685
	Restart Rate:  0.0000
	No-Op Rate:  0.4685
	Cycle Rate:  0.0119
	Backtrack Rate:  0.0000
	Unique Edges:  2.1261
	Redundancy:  0.0033
	Avg Segment Hops:  2.1261
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8159
	Precision:  0.0553
	F1 Score:  0.0917
Relation-Set Overlap Metrics
	Recall:  0.6200
	Precision:  0.7336
	F1 Score:  0.6601
Relation Edit Distance Metrics:
	Overall Average:  0.3896
		4-Hop:  0.5216
		2-Hop:  0.2999
		3-Hop:  0.4733

Score for iteration 4500
Answer Metrics
	Hits@1:  0.7378
	Hits@3:  0.8606
	Hits@5:  0.9038
	Hits@10:  0.9281
	Hits@20:  0.9425
	MRR:  0.8089
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7946
		MRR:  0.8539
	2-Hop
		Hits@1:  0.7480
		MRR:  0.8308
	3-Hop
		Hits@1:  0.6710
		MRR:  0.7265
Valid Action Count at Each Step
	Overall Average: 54.1935
		Step 1: 19.4834
		Step 2: 54.4289
		Step 3: 71.0612
		Step 4: 71.8005
Entropy Metrics
	Question Entropy:  0.0928
	Path Entropy:  0.3713
		Step 1:  0.0611
		Step 2:  0.0619
		Step 3:  0.0755
		Step 4:  0.1728
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4643
	Restart Rate:  0.0000
	No-Op Rate:  0.4643
	Cycle Rate:  0.0204
	Backtrack Rate:  0.0000
	Unique Edges:  2.1338
	Redundancy:  0.0078
	Avg Segment Hops:  2.1427
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8725
	Precision:  0.0672
	F1 Score:  0.1110
Relation-Set Overlap Metrics
	Recall:  0.5919
	Precision:  0.6990
	F1 Score:  0.6287
Relation Edit Distance Metrics:
	Overall Average:  0.4216
		4-Hop:  0.5824
		2-Hop:  0.3309
		3-Hop:  0.4845

Score for iteration 4600
Answer Metrics
	Hits@1:  0.7788
	Hits@3:  0.8617
	Hits@5:  0.8850
	Hits@10:  0.9093
	Hits@20:  0.9281
	MRR:  0.8276
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8270
		MRR:  0.8554
	2-Hop
		Hits@1:  0.8340
		MRR:  0.8814
	3-Hop
		Hits@1:  0.6234
		MRR:  0.6917
Valid Action Count at Each Step
	Overall Average: 53.0844
		Step 1: 19.4834
		Step 2: 52.6875
		Step 3: 57.8382
		Step 4: 82.3284
Entropy Metrics
	Question Entropy:  0.0729
	Path Entropy:  0.2915
		Step 1:  0.0432
		Step 2:  0.0577
		Step 3:  0.0538
		Step 4:  0.1368
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4134
	Restart Rate:  0.0000
	No-Op Rate:  0.4134
	Cycle Rate:  0.0409
	Backtrack Rate:  0.0000
	Unique Edges:  2.3241
	Redundancy:  0.0056
	Avg Segment Hops:  2.3462
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7969
	Precision:  0.0641
	F1 Score:  0.1016
Relation-Set Overlap Metrics
	Recall:  0.6542
	Precision:  0.7318
	F1 Score:  0.6771
Relation Edit Distance Metrics:
	Overall Average:  0.3815
		4-Hop:  0.5176
		2-Hop:  0.2951
		3-Hop:  0.4553

Score for iteration 4700
Answer Metrics
	Hits@1:  0.7577
	Hits@3:  0.8540
	Hits@5:  0.8872
	Hits@10:  0.9237
	Hits@20:  0.9602
	MRR:  0.8173
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7135
		MRR:  0.7799
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8826
	3-Hop
		Hits@1:  0.6450
		MRR:  0.7092
Valid Action Count at Each Step
	Overall Average: 59.5530
		Step 1: 19.4834
		Step 2: 57.0695
		Step 3: 76.7975
		Step 4: 84.8618
Entropy Metrics
	Question Entropy:  0.0742
	Path Entropy:  0.2969
		Step 1:  0.0530
		Step 2:  0.0482
		Step 3:  0.0621
		Step 4:  0.1336
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4535
	Restart Rate:  0.0000
	No-Op Rate:  0.4535
	Cycle Rate:  0.0304
	Backtrack Rate:  0.0000
	Unique Edges:  2.1681
	Redundancy:  0.0124
	Avg Segment Hops:  2.1858
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8563
	Precision:  0.0636
	F1 Score:  0.1026
Relation-Set Overlap Metrics
	Recall:  0.5902
	Precision:  0.6719
	F1 Score:  0.6171
Relation Edit Distance Metrics:
	Overall Average:  0.4281
		4-Hop:  0.6514
		2-Hop:  0.3050
		3-Hop:  0.5094

Score for iteration 4800
Answer Metrics
	Hits@1:  0.7843
	Hits@3:  0.8717
	Hits@5:  0.8993
	Hits@10:  0.9237
	Hits@20:  0.9436
	MRR:  0.8350
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8773
	2-Hop
		Hits@1:  0.8258
		MRR:  0.8773
	3-Hop
		Hits@1:  0.6580
		MRR:  0.7119
Valid Action Count at Each Step
	Overall Average: 58.4680
		Step 1: 19.4834
		Step 2: 62.2179
		Step 3: 66.4312
		Step 4: 85.7393
Entropy Metrics
	Question Entropy:  0.0650
	Path Entropy:  0.2599
		Step 1:  0.0449
		Step 2:  0.0506
		Step 3:  0.0622
		Step 4:  0.1022
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4115
	Restart Rate:  0.0000
	No-Op Rate:  0.4115
	Cycle Rate:  0.0380
	Backtrack Rate:  0.0000
	Unique Edges:  2.3296
	Redundancy:  0.0084
	Avg Segment Hops:  2.3540
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8185
	Precision:  0.0604
	F1 Score:  0.0995
Relation-Set Overlap Metrics
	Recall:  0.6340
	Precision:  0.7012
	F1 Score:  0.6539
Relation Edit Distance Metrics:
	Overall Average:  0.3987
		4-Hop:  0.6068
		2-Hop:  0.2906
		3-Hop:  0.4603

Score for iteration 4900
Answer Metrics
	Hits@1:  0.7312
	Hits@3:  0.8529
	Hits@5:  0.8905
	Hits@10:  0.9104
	Hits@20:  0.9325
	MRR:  0.7990
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7784
		MRR:  0.8511
	2-Hop
		Hits@1:  0.7725
		MRR:  0.8384
	3-Hop
		Hits@1:  0.6061
		MRR:  0.6738
Valid Action Count at Each Step
	Overall Average: 55.8860
		Step 1: 19.4834
		Step 2: 53.2428
		Step 3: 67.1214
		Step 4: 83.6964
Entropy Metrics
	Question Entropy:  0.0735
	Path Entropy:  0.2939
		Step 1:  0.0414
		Step 2:  0.0568
		Step 3:  0.0730
		Step 4:  0.1227
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4309
	Restart Rate:  0.0000
	No-Op Rate:  0.4309
	Cycle Rate:  0.0284
	Backtrack Rate:  0.0000
	Unique Edges:  2.2577
	Redundancy:  0.0113
	Avg Segment Hops:  2.2765
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8102
	Precision:  0.0568
	F1 Score:  0.0938
Relation-Set Overlap Metrics
	Recall:  0.6206
	Precision:  0.7005
	F1 Score:  0.6463
Relation Edit Distance Metrics:
	Overall Average:  0.4063
		4-Hop:  0.6081
		2-Hop:  0.3241
		3-Hop:  0.4185

Score for iteration 5000
Answer Metrics
	Hits@1:  0.7765
	Hits@3:  0.8761
	Hits@5:  0.9049
	Hits@10:  0.9215
	Hits@20:  0.9447
	MRR:  0.8308
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8270
		MRR:  0.8808
	2-Hop
		Hits@1:  0.8238
		MRR:  0.8707
	3-Hop
		Hits@1:  0.6364
		MRR:  0.7066
Valid Action Count at Each Step
	Overall Average: 56.6938
		Step 1: 19.4834
		Step 2: 58.7291
		Step 3: 66.7748
		Step 4: 81.7878
Entropy Metrics
	Question Entropy:  0.0801
	Path Entropy:  0.3202
		Step 1:  0.0470
		Step 2:  0.0637
		Step 3:  0.0738
		Step 4:  0.1357
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4231
	Restart Rate:  0.0000
	No-Op Rate:  0.4231
	Cycle Rate:  0.0268
	Backtrack Rate:  0.0000
	Unique Edges:  2.2821
	Redundancy:  0.0087
	Avg Segment Hops:  2.3075
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8231
	Precision:  0.0573
	F1 Score:  0.0958
Relation-Set Overlap Metrics
	Recall:  0.6221
	Precision:  0.6929
	F1 Score:  0.6444
Relation Edit Distance Metrics:
	Overall Average:  0.4059
		4-Hop:  0.5892
		2-Hop:  0.3091
		3-Hop:  0.4636

Score for iteration 5100
Answer Metrics
	Hits@1:  0.7865
	Hits@3:  0.8872
	Hits@5:  0.9093
	Hits@10:  0.9281
	Hits@20:  0.9469
	MRR:  0.8423
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8703
		MRR:  0.9104
	2-Hop
		Hits@1:  0.8238
		MRR:  0.8813
	3-Hop
		Hits@1:  0.6407
		MRR:  0.7052
Valid Action Count at Each Step
	Overall Average: 70.3418
		Step 1: 19.4834
		Step 2: 81.0290
		Step 3: 80.3126
		Step 4: 100.5424
Entropy Metrics
	Question Entropy:  0.0588
	Path Entropy:  0.2351
		Step 1:  0.0343
		Step 2:  0.0499
		Step 3:  0.0513
		Step 4:  0.0996
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3808
	Restart Rate:  0.0000
	No-Op Rate:  0.3808
	Cycle Rate:  0.0659
	Backtrack Rate:  0.0000
	Unique Edges:  2.4148
	Redundancy:  0.0169
	Avg Segment Hops:  2.4768
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8163
	Precision:  0.0641
	F1 Score:  0.1021
Relation-Set Overlap Metrics
	Recall:  0.6227
	Precision:  0.6763
	F1 Score:  0.6352
Relation Edit Distance Metrics:
	Overall Average:  0.4251
		4-Hop:  0.6392
		2-Hop:  0.2999
		3-Hop:  0.5184

Score for iteration 5200
Answer Metrics
	Hits@1:  0.8053
	Hits@3:  0.8838
	Hits@5:  0.9049
	Hits@10:  0.9237
	Hits@20:  0.9425
	MRR:  0.8506
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9177
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8796
	3-Hop
		Hits@1:  0.6926
		MRR:  0.7357
Valid Action Count at Each Step
	Overall Average: 61.4034
		Step 1: 19.4834
		Step 2: 72.7928
		Step 3: 75.9133
		Step 4: 77.4239
Entropy Metrics
	Question Entropy:  0.0698
	Path Entropy:  0.2793
		Step 1:  0.0493
		Step 2:  0.0454
		Step 3:  0.0569
		Step 4:  0.1277
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4126
	Restart Rate:  0.0000
	No-Op Rate:  0.4126
	Cycle Rate:  0.0390
	Backtrack Rate:  0.0000
	Unique Edges:  2.3119
	Redundancy:  0.0116
	Avg Segment Hops:  2.3496
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8687
	Precision:  0.0581
	F1 Score:  0.0984
Relation-Set Overlap Metrics
	Recall:  0.6446
	Precision:  0.7202
	F1 Score:  0.6678
Relation Edit Distance Metrics:
	Overall Average:  0.3891
		4-Hop:  0.5730
		2-Hop:  0.2894
		3-Hop:  0.4524

Score for iteration 5300
Answer Metrics
	Hits@1:  0.7865
	Hits@3:  0.8838
	Hits@5:  0.9093
	Hits@10:  0.9281
	Hits@20:  0.9392
	MRR:  0.8406
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8541
		MRR:  0.9028
	2-Hop
		Hits@1:  0.8402
		MRR:  0.8885
	3-Hop
		Hits@1:  0.6190
		MRR:  0.6897
Valid Action Count at Each Step
	Overall Average: 58.6051
		Step 1: 19.4834
		Step 2: 64.8299
		Step 3: 71.5412
		Step 4: 78.5658
Entropy Metrics
	Question Entropy:  0.0660
	Path Entropy:  0.2641
		Step 1:  0.0477
		Step 2:  0.0513
		Step 3:  0.0569
		Step 4:  0.1083
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.2959
	Restart Rate:  0.0000
	No-Op Rate:  0.2959
	Cycle Rate:  0.0735
	Backtrack Rate:  0.0000
	Unique Edges:  2.7799
	Redundancy:  0.0091
	Avg Segment Hops:  2.8164
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8828
	Precision:  0.0561
	F1 Score:  0.0945
Relation-Set Overlap Metrics
	Recall:  0.6387
	Precision:  0.6468
	F1 Score:  0.6306
Relation Edit Distance Metrics:
	Overall Average:  0.4517
		4-Hop:  0.6919
		2-Hop:  0.3393
		3-Hop:  0.4968

Score for iteration 5400
Answer Metrics
	Hits@1:  0.7765
	Hits@3:  0.8827
	Hits@5:  0.9049
	Hits@10:  0.9336
	Hits@20:  0.9480
	MRR:  0.8353
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8162
		MRR:  0.8763
	2-Hop
		Hits@1:  0.8197
		MRR:  0.8738
	3-Hop
		Hits@1:  0.6537
		MRR:  0.7213
Valid Action Count at Each Step
	Overall Average: 56.9197
		Step 1: 19.4834
		Step 2: 53.0649
		Step 3: 71.1690
		Step 4: 83.9616
Entropy Metrics
	Question Entropy:  0.0706
	Path Entropy:  0.2826
		Step 1:  0.0397
		Step 2:  0.0542
		Step 3:  0.0587
		Step 4:  0.1300
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4132
	Restart Rate:  0.0000
	No-Op Rate:  0.4132
	Cycle Rate:  0.0300
	Backtrack Rate:  0.0000
	Unique Edges:  2.3308
	Redundancy:  0.0065
	Avg Segment Hops:  2.3473
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8957
	Precision:  0.0611
	F1 Score:  0.1030
Relation-Set Overlap Metrics
	Recall:  0.6464
	Precision:  0.7201
	F1 Score:  0.6703
Relation Edit Distance Metrics:
	Overall Average:  0.3806
		4-Hop:  0.5311
		2-Hop:  0.2949
		3-Hop:  0.4412

Score for iteration 5500
Answer Metrics
	Hits@1:  0.8097
	Hits@3:  0.8905
	Hits@5:  0.9071
	Hits@10:  0.9303
	Hits@20:  0.9403
	MRR:  0.8547
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8811
		MRR:  0.9078
	2-Hop
		Hits@1:  0.8361
		MRR:  0.8847
	3-Hop
		Hits@1:  0.6970
		MRR:  0.7488
Valid Action Count at Each Step
	Overall Average: 50.9119
		Step 1: 19.4834
		Step 2: 42.0287
		Step 3: 58.3215
		Step 4: 83.8141
Entropy Metrics
	Question Entropy:  0.0551
	Path Entropy:  0.2203
		Step 1:  0.0310
		Step 2:  0.0391
		Step 3:  0.0435
		Step 4:  0.1067
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4358
	Restart Rate:  0.0000
	No-Op Rate:  0.4358
	Cycle Rate:  0.0147
	Backtrack Rate:  0.0000
	Unique Edges:  2.2566
	Redundancy:  0.0022
	Avg Segment Hops:  2.2566
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8731
	Precision:  0.0557
	F1 Score:  0.0946
Relation-Set Overlap Metrics
	Recall:  0.6492
	Precision:  0.7353
	F1 Score:  0.6795
Relation Edit Distance Metrics:
	Overall Average:  0.3657
		4-Hop:  0.4905
		2-Hop:  0.2968
		3-Hop:  0.4113

Score for iteration 5600
Answer Metrics
	Hits@1:  0.7765
	Hits@3:  0.8838
	Hits@5:  0.9104
	Hits@10:  0.9259
	Hits@20:  0.9381
	MRR:  0.8329
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8000
		MRR:  0.8527
	2-Hop
		Hits@1:  0.8484
		MRR:  0.8931
	3-Hop
		Hits@1:  0.6061
		MRR:  0.6900
Valid Action Count at Each Step
	Overall Average: 53.7337
		Step 1: 19.4834
		Step 2: 45.5782
		Step 3: 68.2610
		Step 4: 81.6121
Entropy Metrics
	Question Entropy:  0.0615
	Path Entropy:  0.2461
		Step 1:  0.0384
		Step 2:  0.0493
		Step 3:  0.0516
		Step 4:  0.1068
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4508
	Restart Rate:  0.0000
	No-Op Rate:  0.4508
	Cycle Rate:  0.0134
	Backtrack Rate:  0.0000
	Unique Edges:  2.1969
	Redundancy:  0.0033
	Avg Segment Hops:  2.1969
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8856
	Precision:  0.0626
	F1 Score:  0.1062
Relation-Set Overlap Metrics
	Recall:  0.6539
	Precision:  0.7551
	F1 Score:  0.6899
Relation Edit Distance Metrics:
	Overall Average:  0.3548
		4-Hop:  0.4932
		2-Hop:  0.2563
		3-Hop:  0.4520

Score for iteration 5700
Answer Metrics
	Hits@1:  0.8131
	Hits@3:  0.8894
	Hits@5:  0.9082
	Hits@10:  0.9270
	Hits@20:  0.9369
	MRR:  0.8552
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8811
		MRR:  0.9180
	2-Hop
		Hits@1:  0.8422
		MRR:  0.8862
	3-Hop
		Hits@1:  0.6970
		MRR:  0.7394
Valid Action Count at Each Step
	Overall Average: 50.6894
		Step 1: 19.4834
		Step 2: 42.0906
		Step 3: 54.9793
		Step 4: 86.2041
Entropy Metrics
	Question Entropy:  0.0538
	Path Entropy:  0.2151
		Step 1:  0.0402
		Step 2:  0.0303
		Step 3:  0.0458
		Step 4:  0.0988
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4361
	Restart Rate:  0.0000
	No-Op Rate:  0.4361
	Cycle Rate:  0.0181
	Backtrack Rate:  0.0000
	Unique Edges:  2.2555
	Redundancy:  0.0022
	Avg Segment Hops:  2.2555
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8725
	Precision:  0.0659
	F1 Score:  0.1083
Relation-Set Overlap Metrics
	Recall:  0.6598
	Precision:  0.7503
	F1 Score:  0.6908
Relation Edit Distance Metrics:
	Overall Average:  0.3590
		4-Hop:  0.5027
		2-Hop:  0.2715
		3-Hop:  0.4286

Score for iteration 5800
Answer Metrics
	Hits@1:  0.7954
	Hits@3:  0.8894
	Hits@5:  0.9071
	Hits@10:  0.9270
	Hits@20:  0.9480
	MRR:  0.8478
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8432
		MRR:  0.8911
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8833
	3-Hop
		Hits@1:  0.6883
		MRR:  0.7383
Valid Action Count at Each Step
	Overall Average: 51.1922
		Step 1: 19.4834
		Step 2: 40.6190
		Step 3: 50.9345
		Step 4: 93.7317
Entropy Metrics
	Question Entropy:  0.0608
	Path Entropy:  0.2432
		Step 1:  0.0415
		Step 2:  0.0465
		Step 3:  0.0436
		Step 4:  0.1116
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4320
	Restart Rate:  0.0000
	No-Op Rate:  0.4320
	Cycle Rate:  0.0215
	Backtrack Rate:  0.0000
	Unique Edges:  2.2600
	Redundancy:  0.0100
	Avg Segment Hops:  2.2721
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8679
	Precision:  0.0625
	F1 Score:  0.1039
Relation-Set Overlap Metrics
	Recall:  0.6504
	Precision:  0.7322
	F1 Score:  0.6782
Relation Edit Distance Metrics:
	Overall Average:  0.3679
		4-Hop:  0.5176
		2-Hop:  0.2831
		3-Hop:  0.4271

Score for iteration 5900
Answer Metrics
	Hits@1:  0.7898
	Hits@3:  0.8960
	Hits@5:  0.9237
	Hits@10:  0.9513
	Hits@20:  0.9668
	MRR:  0.8501
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8703
		MRR:  0.9119
	2-Hop
		Hits@1:  0.8258
		MRR:  0.8814
	3-Hop
		Hits@1:  0.6494
		MRR:  0.7344
Valid Action Count at Each Step
	Overall Average: 67.5492
		Step 1: 19.4834
		Step 2: 69.5337
		Step 3: 80.5671
		Step 4: 100.6128
Entropy Metrics
	Question Entropy:  0.0607
	Path Entropy:  0.2430
		Step 1:  0.0561
		Step 2:  0.0513
		Step 3:  0.0501
		Step 4:  0.0854
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3852
	Restart Rate:  0.0000
	No-Op Rate:  0.3852
	Cycle Rate:  0.0565
	Backtrack Rate:  0.0000
	Unique Edges:  2.4226
	Redundancy:  0.0120
	Avg Segment Hops:  2.4591
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9200
	Precision:  0.0931
	F1 Score:  0.1368
Relation-Set Overlap Metrics
	Recall:  0.6546
	Precision:  0.7112
	F1 Score:  0.6691
Relation Edit Distance Metrics:
	Overall Average:  0.3980
		4-Hop:  0.5514
		2-Hop:  0.3002
		3-Hop:  0.4816

Score for iteration 6000
Answer Metrics
	Hits@1:  0.8164
	Hits@3:  0.8905
	Hits@5:  0.9115
	Hits@10:  0.9303
	Hits@20:  0.9447
	MRR:  0.8585
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9250
	2-Hop
		Hits@1:  0.8484
		MRR:  0.8931
	3-Hop
		Hits@1:  0.6883
		MRR:  0.7322
Valid Action Count at Each Step
	Overall Average: 58.1798
		Step 1: 19.4834
		Step 2: 56.9574
		Step 3: 72.1796
		Step 4: 84.0989
Entropy Metrics
	Question Entropy:  0.0573
	Path Entropy:  0.2290
		Step 1:  0.0376
		Step 2:  0.0523
		Step 3:  0.0484
		Step 4:  0.0908
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3653
	Restart Rate:  0.0000
	No-Op Rate:  0.3653
	Cycle Rate:  0.0462
	Backtrack Rate:  0.0000
	Unique Edges:  2.5199
	Redundancy:  0.0048
	Avg Segment Hops:  2.5387
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9149
	Precision:  0.0730
	F1 Score:  0.1185
Relation-Set Overlap Metrics
	Recall:  0.6902
	Precision:  0.7322
	F1 Score:  0.6992
Relation Edit Distance Metrics:
	Overall Average:  0.3568
		4-Hop:  0.4932
		2-Hop:  0.2855
		3-Hop:  0.3983

Score for iteration 6100
Answer Metrics
	Hits@1:  0.7666
	Hits@3:  0.8617
	Hits@5:  0.8960
	Hits@10:  0.9204
	Hits@20:  0.9392
	MRR:  0.8219
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8845
	2-Hop
		Hits@1:  0.8217
		MRR:  0.8716
	3-Hop
		Hits@1:  0.5974
		MRR:  0.6668
Valid Action Count at Each Step
	Overall Average: 55.5247
		Step 1: 19.4834
		Step 2: 53.6835
		Step 3: 64.4693
		Step 4: 84.4627
Entropy Metrics
	Question Entropy:  0.0446
	Path Entropy:  0.1784
		Step 1:  0.0266
		Step 2:  0.0280
		Step 3:  0.0329
		Step 4:  0.0909
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4455
	Restart Rate:  0.0000
	No-Op Rate:  0.4455
	Cycle Rate:  0.0227
	Backtrack Rate:  0.0000
	Unique Edges:  2.2124
	Redundancy:  0.0058
	Avg Segment Hops:  2.2179
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8632
	Precision:  0.0632
	F1 Score:  0.1044
Relation-Set Overlap Metrics
	Recall:  0.6475
	Precision:  0.7495
	F1 Score:  0.6829
Relation Edit Distance Metrics:
	Overall Average:  0.3697
		4-Hop:  0.5351
		2-Hop:  0.2862
		3-Hop:  0.4138

Score for iteration 6200
Answer Metrics
	Hits@1:  0.6847
	Hits@3:  0.8230
	Hits@5:  0.8473
	Hits@10:  0.8827
	Hits@20:  0.9226
	MRR:  0.7611
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7297
		MRR:  0.8214
	2-Hop
		Hits@1:  0.7049
		MRR:  0.7819
	3-Hop
		Hits@1:  0.6061
		MRR:  0.6688
Valid Action Count at Each Step
	Overall Average: 74.3621
		Step 1: 19.4834
		Step 2: 77.5726
		Step 3: 84.8376
		Step 4: 115.5549
Entropy Metrics
	Question Entropy:  0.0638
	Path Entropy:  0.2553
		Step 1:  0.0452
		Step 2:  0.0530
		Step 3:  0.0595
		Step 4:  0.0975
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3562
	Restart Rate:  0.0000
	No-Op Rate:  0.3562
	Cycle Rate:  0.0658
	Backtrack Rate:  0.0000
	Unique Edges:  2.5199
	Redundancy:  0.0149
	Avg Segment Hops:  2.5752
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8343
	Precision:  0.0723
	F1 Score:  0.1069
Relation-Set Overlap Metrics
	Recall:  0.5989
	Precision:  0.6363
	F1 Score:  0.6034
Relation Edit Distance Metrics:
	Overall Average:  0.4725
		4-Hop:  0.6081
		2-Hop:  0.4167
		3-Hop:  0.4820

Score for iteration 6300
Answer Metrics
	Hits@1:  0.8164
	Hits@3:  0.8905
	Hits@5:  0.9126
	Hits@10:  0.9303
	Hits@20:  0.9480
	MRR:  0.8593
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8757
		MRR:  0.9017
	2-Hop
		Hits@1:  0.8504
		MRR:  0.8965
	3-Hop
		Hits@1:  0.6970
		MRR:  0.7466
Valid Action Count at Each Step
	Overall Average: 54.5391
		Step 1: 19.4834
		Step 2: 50.7777
		Step 3: 61.8804
		Step 4: 86.0150
Entropy Metrics
	Question Entropy:  0.0546
	Path Entropy:  0.2184
		Step 1:  0.0363
		Step 2:  0.0405
		Step 3:  0.0474
		Step 4:  0.0942
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4220
	Restart Rate:  0.0000
	No-Op Rate:  0.4220
	Cycle Rate:  0.0324
	Backtrack Rate:  0.0000
	Unique Edges:  2.3031
	Redundancy:  0.0081
	Avg Segment Hops:  2.3119
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8946
	Precision:  0.0627
	F1 Score:  0.1063
Relation-Set Overlap Metrics
	Recall:  0.6435
	Precision:  0.7170
	F1 Score:  0.6676
Relation Edit Distance Metrics:
	Overall Average:  0.3814
		4-Hop:  0.4986
		2-Hop:  0.3224
		3-Hop:  0.4120

Score for iteration 6400
Answer Metrics
	Hits@1:  0.7611
	Hits@3:  0.8706
	Hits@5:  0.8971
	Hits@10:  0.9215
	Hits@20:  0.9347
	MRR:  0.8211
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8595
		MRR:  0.8937
	2-Hop
		Hits@1:  0.7787
		MRR:  0.8479
	3-Hop
		Hits@1:  0.6450
		MRR:  0.7064
Valid Action Count at Each Step
	Overall Average: 51.5965
		Step 1: 19.4834
		Step 2: 42.3073
		Step 3: 51.5305
		Step 4: 93.0650
Entropy Metrics
	Question Entropy:  0.0495
	Path Entropy:  0.1981
		Step 1:  0.0369
		Step 2:  0.0355
		Step 3:  0.0339
		Step 4:  0.0919
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4627
	Restart Rate:  0.0000
	No-Op Rate:  0.4627
	Cycle Rate:  0.0141
	Backtrack Rate:  0.0000
	Unique Edges:  2.1482
	Redundancy:  0.0081
	Avg Segment Hops:  2.1493
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8416
	Precision:  0.0606
	F1 Score:  0.1003
Relation-Set Overlap Metrics
	Recall:  0.6355
	Precision:  0.7532
	F1 Score:  0.6761
Relation Edit Distance Metrics:
	Overall Average:  0.3777
		4-Hop:  0.4919
		2-Hop:  0.3111
		3-Hop:  0.4268

Score for iteration 6500
Answer Metrics
	Hits@1:  0.7976
	Hits@3:  0.9004
	Hits@5:  0.9192
	Hits@10:  0.9347
	Hits@20:  0.9535
	MRR:  0.8530
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8811
		MRR:  0.9188
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8858
	3-Hop
		Hits@1:  0.6667
		MRR:  0.7311
Valid Action Count at Each Step
	Overall Average: 61.8158
		Step 1: 19.4834
		Step 2: 57.5720
		Step 3: 82.2357
		Step 4: 87.9723
Entropy Metrics
	Question Entropy:  0.0596
	Path Entropy:  0.2385
		Step 1:  0.0343
		Step 2:  0.0443
		Step 3:  0.0594
		Step 4:  0.1005
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3756
	Restart Rate:  0.0000
	No-Op Rate:  0.3756
	Cycle Rate:  0.0446
	Backtrack Rate:  0.0000
	Unique Edges:  2.4735
	Redundancy:  0.0062
	Avg Segment Hops:  2.4978
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9337
	Precision:  0.0643
	F1 Score:  0.1075
Relation-Set Overlap Metrics
	Recall:  0.6704
	Precision:  0.7178
	F1 Score:  0.6818
Relation Edit Distance Metrics:
	Overall Average:  0.3765
		4-Hop:  0.5027
		2-Hop:  0.3023
		3-Hop:  0.4322

Score for iteration 6600
Answer Metrics
	Hits@1:  0.7998
	Hits@3:  0.8883
	Hits@5:  0.9137
	Hits@10:  0.9392
	Hits@20:  0.9480
	MRR:  0.8500
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9402
	2-Hop
		Hits@1:  0.8340
		MRR:  0.8846
	3-Hop
		Hits@1:  0.6364
		MRR:  0.7048
Valid Action Count at Each Step
	Overall Average: 58.7352
		Step 1: 19.4834
		Step 2: 54.1046
		Step 3: 76.4865
		Step 4: 84.8663
Entropy Metrics
	Question Entropy:  0.0466
	Path Entropy:  0.1864
		Step 1:  0.0218
		Step 2:  0.0268
		Step 3:  0.0374
		Step 4:  0.1003
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4118
	Restart Rate:  0.0000
	No-Op Rate:  0.4118
	Cycle Rate:  0.0260
	Backtrack Rate:  0.0000
	Unique Edges:  2.3385
	Redundancy:  0.0036
	Avg Segment Hops:  2.3529
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9057
	Precision:  0.0611
	F1 Score:  0.1021
Relation-Set Overlap Metrics
	Recall:  0.6744
	Precision:  0.7495
	F1 Score:  0.6994
Relation Edit Distance Metrics:
	Overall Average:  0.3508
		4-Hop:  0.5000
		2-Hop:  0.2502
		3-Hop:  0.4437

Score for iteration 6700
Answer Metrics
	Hits@1:  0.8064
	Hits@3:  0.8695
	Hits@5:  0.8938
	Hits@10:  0.9159
	Hits@20:  0.9314
	MRR:  0.8440
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9119
	2-Hop
		Hits@1:  0.8525
		MRR:  0.8896
	3-Hop
		Hits@1:  0.6450
		MRR:  0.6935
Valid Action Count at Each Step
	Overall Average: 55.3271
		Step 1: 19.4834
		Step 2: 44.2775
		Step 3: 63.5761
		Step 4: 93.9716
Entropy Metrics
	Question Entropy:  0.0445
	Path Entropy:  0.1781
		Step 1:  0.0214
		Step 2:  0.0213
		Step 3:  0.0336
		Step 4:  0.1018
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4403
	Restart Rate:  0.0000
	No-Op Rate:  0.4403
	Cycle Rate:  0.0162
	Backtrack Rate:  0.0000
	Unique Edges:  2.2323
	Redundancy:  0.0061
	Avg Segment Hops:  2.2389
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8767
	Precision:  0.0526
	F1 Score:  0.0888
Relation-Set Overlap Metrics
	Recall:  0.6656
	Precision:  0.7573
	F1 Score:  0.6978
Relation Edit Distance Metrics:
	Overall Average:  0.3486
		4-Hop:  0.4986
		2-Hop:  0.2575
		3-Hop:  0.4210

Score for iteration 6800
Answer Metrics
	Hits@1:  0.8119
	Hits@3:  0.9038
	Hits@5:  0.9159
	Hits@10:  0.9292
	Hits@20:  0.9403
	MRR:  0.8592
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9212
	2-Hop
		Hits@1:  0.8525
		MRR:  0.9002
	3-Hop
		Hits@1:  0.6623
		MRR:  0.7231
Valid Action Count at Each Step
	Overall Average: 58.0226
		Step 1: 19.4834
		Step 2: 53.1120
		Step 3: 68.8690
		Step 4: 90.6260
Entropy Metrics
	Question Entropy:  0.0523
	Path Entropy:  0.2094
		Step 1:  0.0242
		Step 2:  0.0208
		Step 3:  0.0422
		Step 4:  0.1223
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4132
	Restart Rate:  0.0000
	No-Op Rate:  0.4132
	Cycle Rate:  0.0299
	Backtrack Rate:  0.0000
	Unique Edges:  2.3341
	Redundancy:  0.0034
	Avg Segment Hops:  2.3473
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9004
	Precision:  0.0607
	F1 Score:  0.1023
Relation-Set Overlap Metrics
	Recall:  0.6805
	Precision:  0.7540
	F1 Score:  0.7045
Relation Edit Distance Metrics:
	Overall Average:  0.3459
		4-Hop:  0.5027
		2-Hop:  0.2353
		3-Hop:  0.4538

Score for iteration 6900
Answer Metrics
	Hits@1:  0.8252
	Hits@3:  0.8927
	Hits@5:  0.9093
	Hits@10:  0.9447
	Hits@20:  0.9624
	MRR:  0.8661
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9234
	2-Hop
		Hits@1:  0.8361
		MRR:  0.8843
	3-Hop
		Hits@1:  0.7359
		MRR:  0.7817
Valid Action Count at Each Step
	Overall Average: 54.1176
		Step 1: 19.4834
		Step 2: 51.7500
		Step 3: 69.5164
		Step 4: 75.7204
Entropy Metrics
	Question Entropy:  0.0603
	Path Entropy:  0.2414
		Step 1:  0.0316
		Step 2:  0.0401
		Step 3:  0.0685
		Step 4:  0.1012
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4043
	Restart Rate:  0.0000
	No-Op Rate:  0.4043
	Cycle Rate:  0.0305
	Backtrack Rate:  0.0000
	Unique Edges:  2.3617
	Redundancy:  0.0055
	Avg Segment Hops:  2.3827
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9176
	Precision:  0.0573
	F1 Score:  0.0981
Relation-Set Overlap Metrics
	Recall:  0.6654
	Precision:  0.7331
	F1 Score:  0.6866
Relation Edit Distance Metrics:
	Overall Average:  0.3642
		4-Hop:  0.5081
		2-Hop:  0.2903
		3-Hop:  0.4051

Score for iteration 7000
Answer Metrics
	Hits@1:  0.7478
	Hits@3:  0.8540
	Hits@5:  0.8827
	Hits@10:  0.9159
	Hits@20:  0.9381
	MRR:  0.8094
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8216
		MRR:  0.8718
	2-Hop
		Hits@1:  0.7725
		MRR:  0.8378
	3-Hop
		Hits@1:  0.6364
		MRR:  0.6993
Valid Action Count at Each Step
	Overall Average: 51.6407
		Step 1: 19.4834
		Step 2: 48.4838
		Step 3: 68.9865
		Step 4: 69.6092
Entropy Metrics
	Question Entropy:  0.0599
	Path Entropy:  0.2396
		Step 1:  0.0303
		Step 2:  0.0378
		Step 3:  0.0695
		Step 4:  0.1021
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4123
	Restart Rate:  0.0000
	No-Op Rate:  0.4123
	Cycle Rate:  0.0160
	Backtrack Rate:  0.0000
	Unique Edges:  2.3429
	Redundancy:  0.0030
	Avg Segment Hops:  2.3507
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8926
	Precision:  0.0513
	F1 Score:  0.0885
Relation-Set Overlap Metrics
	Recall:  0.6391
	Precision:  0.7058
	F1 Score:  0.6593
Relation Edit Distance Metrics:
	Overall Average:  0.3905
		4-Hop:  0.5230
		2-Hop:  0.3268
		3-Hop:  0.4188

Score for iteration 7100
Answer Metrics
	Hits@1:  0.7777
	Hits@3:  0.8695
	Hits@5:  0.9004
	Hits@10:  0.9226
	Hits@20:  0.9447
	MRR:  0.8312
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9204
	2-Hop
		Hits@1:  0.7582
		MRR:  0.8282
	3-Hop
		Hits@1:  0.7273
		MRR:  0.7662
Valid Action Count at Each Step
	Overall Average: 55.9354
		Step 1: 19.4834
		Step 2: 55.7084
		Step 3: 73.9776
		Step 4: 74.5721
Entropy Metrics
	Question Entropy:  0.0503
	Path Entropy:  0.2012
		Step 1:  0.0257
		Step 2:  0.0284
		Step 3:  0.0644
		Step 4:  0.0827
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4383
	Restart Rate:  0.0000
	No-Op Rate:  0.4383
	Cycle Rate:  0.0248
	Backtrack Rate:  0.0000
	Unique Edges:  2.2223
	Redundancy:  0.0140
	Avg Segment Hops:  2.2467
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9129
	Precision:  0.0636
	F1 Score:  0.1068
Relation-Set Overlap Metrics
	Recall:  0.6325
	Precision:  0.7327
	F1 Score:  0.6654
Relation Edit Distance Metrics:
	Overall Average:  0.3904
		4-Hop:  0.5527
		2-Hop:  0.3108
		3-Hop:  0.4286

Score for iteration 7200
Answer Metrics
	Hits@1:  0.6814
	Hits@3:  0.8164
	Hits@5:  0.8739
	Hits@10:  0.9270
	Hits@20:  0.9535
	MRR:  0.7663
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8054
		MRR:  0.8671
	2-Hop
		Hits@1:  0.6844
		MRR:  0.7677
	3-Hop
		Hits@1:  0.5758
		MRR:  0.6825
Valid Action Count at Each Step
	Overall Average: 69.0398
		Step 1: 19.4834
		Step 2: 76.0844
		Step 3: 92.2572
		Step 4: 88.3342
Entropy Metrics
	Question Entropy:  0.0526
	Path Entropy:  0.2105
		Step 1:  0.0259
		Step 2:  0.0525
		Step 3:  0.0594
		Step 4:  0.0726
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.2934
	Restart Rate:  0.0000
	No-Op Rate:  0.2934
	Cycle Rate:  0.0643
	Backtrack Rate:  0.0000
	Unique Edges:  2.7699
	Redundancy:  0.0141
	Avg Segment Hops:  2.8263
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9281
	Precision:  0.0690
	F1 Score:  0.1121
Relation-Set Overlap Metrics
	Recall:  0.6202
	Precision:  0.6164
	F1 Score:  0.6053
Relation Edit Distance Metrics:
	Overall Average:  0.4787
		4-Hop:  0.6041
		2-Hop:  0.4068
		3-Hop:  0.5303

Score for iteration 7300
Answer Metrics
	Hits@1:  0.8186
	Hits@3:  0.8838
	Hits@5:  0.9181
	Hits@10:  0.9336
	Hits@20:  0.9480
	MRR:  0.8600
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8703
		MRR:  0.9050
	2-Hop
		Hits@1:  0.8525
		MRR:  0.8931
	3-Hop
		Hits@1:  0.7056
		MRR:  0.7541
Valid Action Count at Each Step
	Overall Average: 55.6823
		Step 1: 19.4834
		Step 2: 52.7998
		Step 3: 74.7286
		Step 4: 75.7173
Entropy Metrics
	Question Entropy:  0.0480
	Path Entropy:  0.1919
		Step 1:  0.0279
		Step 2:  0.0337
		Step 3:  0.0512
		Step 4:  0.0790
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4239
	Restart Rate:  0.0000
	No-Op Rate:  0.4239
	Cycle Rate:  0.0258
	Backtrack Rate:  0.0000
	Unique Edges:  2.2854
	Redundancy:  0.0072
	Avg Segment Hops:  2.3042
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9161
	Precision:  0.0610
	F1 Score:  0.1035
Relation-Set Overlap Metrics
	Recall:  0.6562
	Precision:  0.7312
	F1 Score:  0.6792
Relation Edit Distance Metrics:
	Overall Average:  0.3727
		4-Hop:  0.5905
		2-Hop:  0.2526
		3-Hop:  0.4520

Score for iteration 7400
Answer Metrics
	Hits@1:  0.8031
	Hits@3:  0.8993
	Hits@5:  0.9115
	Hits@10:  0.9281
	Hits@20:  0.9414
	MRR:  0.8540
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9419
	2-Hop
		Hits@1:  0.8197
		MRR:  0.8742
	3-Hop
		Hits@1:  0.6753
		MRR:  0.7409
Valid Action Count at Each Step
	Overall Average: 61.4819
		Step 1: 19.4834
		Step 2: 59.0517
		Step 3: 79.3805
		Step 4: 88.0122
Entropy Metrics
	Question Entropy:  0.0520
	Path Entropy:  0.2079
		Step 1:  0.0315
		Step 2:  0.0348
		Step 3:  0.0406
		Step 4:  0.1010
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3789
	Restart Rate:  0.0000
	No-Op Rate:  0.3789
	Cycle Rate:  0.0507
	Backtrack Rate:  0.0000
	Unique Edges:  2.4392
	Redundancy:  0.0125
	Avg Segment Hops:  2.4845
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8942
	Precision:  0.0743
	F1 Score:  0.1191
Relation-Set Overlap Metrics
	Recall:  0.6529
	Precision:  0.7032
	F1 Score:  0.6639
Relation Edit Distance Metrics:
	Overall Average:  0.3942
		4-Hop:  0.5703
		2-Hop:  0.2929
		3-Hop:  0.4672

Score for iteration 7500
Answer Metrics
	Hits@1:  0.8263
	Hits@3:  0.9004
	Hits@5:  0.9170
	Hits@10:  0.9347
	Hits@20:  0.9436
	MRR:  0.8678
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9358
	2-Hop
		Hits@1:  0.8525
		MRR:  0.8965
	3-Hop
		Hits@1:  0.7013
		MRR:  0.7525
Valid Action Count at Each Step
	Overall Average: 58.4367
		Step 1: 19.4834
		Step 2: 54.8159
		Step 3: 68.8789
		Step 4: 90.5684
Entropy Metrics
	Question Entropy:  0.0455
	Path Entropy:  0.1819
		Step 1:  0.0302
		Step 2:  0.0315
		Step 3:  0.0325
		Step 4:  0.0877
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4085
	Restart Rate:  0.0000
	No-Op Rate:  0.4085
	Cycle Rate:  0.0397
	Backtrack Rate:  0.0000
	Unique Edges:  2.3296
	Redundancy:  0.0114
	Avg Segment Hops:  2.3662
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8965
	Precision:  0.0737
	F1 Score:  0.1185
Relation-Set Overlap Metrics
	Recall:  0.6669
	Precision:  0.7410
	F1 Score:  0.6884
Relation Edit Distance Metrics:
	Overall Average:  0.3679
		4-Hop:  0.5486
		2-Hop:  0.2620
		3-Hop:  0.4470

Score for iteration 7600
Answer Metrics
	Hits@1:  0.7699
	Hits@3:  0.8772
	Hits@5:  0.9104
	Hits@10:  0.9347
	Hits@20:  0.9469
	MRR:  0.8299
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7784
		MRR:  0.8488
	2-Hop
		Hits@1:  0.8340
		MRR:  0.8830
	3-Hop
		Hits@1:  0.6277
		MRR:  0.7026
Valid Action Count at Each Step
	Overall Average: 69.7735
		Step 1: 19.4834
		Step 2: 77.6396
		Step 3: 90.4480
		Step 4: 91.5230
Entropy Metrics
	Question Entropy:  0.0518
	Path Entropy:  0.2072
		Step 1:  0.0404
		Step 2:  0.0323
		Step 3:  0.0509
		Step 4:  0.0836
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4018
	Restart Rate:  0.0000
	No-Op Rate:  0.4018
	Cycle Rate:  0.0503
	Backtrack Rate:  0.0000
	Unique Edges:  2.3462
	Redundancy:  0.0127
	Avg Segment Hops:  2.3927
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8907
	Precision:  0.0763
	F1 Score:  0.1167
Relation-Set Overlap Metrics
	Recall:  0.6173
	Precision:  0.6751
	F1 Score:  0.6332
Relation Edit Distance Metrics:
	Overall Average:  0.4183
		4-Hop:  0.6230
		2-Hop:  0.2807
		3-Hop:  0.5451

Score for iteration 7700
Answer Metrics
	Hits@1:  0.7046
	Hits@3:  0.7954
	Hits@5:  0.8274
	Hits@10:  0.8861
	Hits@20:  0.9159
	MRR:  0.7642
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6378
		MRR:  0.6922
	2-Hop
		Hits@1:  0.8074
		MRR:  0.8580
	3-Hop
		Hits@1:  0.5411
		MRR:  0.6238
Valid Action Count at Each Step
	Overall Average: 68.4756
		Step 1: 19.4834
		Step 2: 72.2054
		Step 3: 85.0154
		Step 4: 97.1982
Entropy Metrics
	Question Entropy:  0.0403
	Path Entropy:  0.1612
		Step 1:  0.0241
		Step 2:  0.0263
		Step 3:  0.0341
		Step 4:  0.0766
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4303
	Restart Rate:  0.0000
	No-Op Rate:  0.4303
	Cycle Rate:  0.0364
	Backtrack Rate:  0.0000
	Unique Edges:  2.2467
	Redundancy:  0.0103
	Avg Segment Hops:  2.2788
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8601
	Precision:  0.0718
	F1 Score:  0.1091
Relation-Set Overlap Metrics
	Recall:  0.6066
	Precision:  0.6783
	F1 Score:  0.6273
Relation Edit Distance Metrics:
	Overall Average:  0.4224
		4-Hop:  0.6595
		2-Hop:  0.2734
		3-Hop:  0.5473

Score for iteration 7800
Answer Metrics
	Hits@1:  0.8241
	Hits@3:  0.8993
	Hits@5:  0.9159
	Hits@10:  0.9336
	Hits@20:  0.9447
	MRR:  0.8656
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8541
		MRR:  0.8989
	2-Hop
		Hits@1:  0.8730
		MRR:  0.9067
	3-Hop
		Hits@1:  0.6970
		MRR:  0.7520
Valid Action Count at Each Step
	Overall Average: 64.8512
		Step 1: 19.4834
		Step 2: 72.3323
		Step 3: 77.8615
		Step 4: 89.7277
Entropy Metrics
	Question Entropy:  0.0444
	Path Entropy:  0.1775
		Step 1:  0.0310
		Step 2:  0.0334
		Step 3:  0.0343
		Step 4:  0.0789
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4107
	Restart Rate:  0.0000
	No-Op Rate:  0.4107
	Cycle Rate:  0.0518
	Backtrack Rate:  0.0000
	Unique Edges:  2.3086
	Redundancy:  0.0147
	Avg Segment Hops:  2.3573
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8701
	Precision:  0.0742
	F1 Score:  0.1125
Relation-Set Overlap Metrics
	Recall:  0.6488
	Precision:  0.7202
	F1 Score:  0.6687
Relation Edit Distance Metrics:
	Overall Average:  0.3876
		4-Hop:  0.6108
		2-Hop:  0.2561
		3-Hop:  0.4867

Score for iteration 7900
Answer Metrics
	Hits@1:  0.8274
	Hits@3:  0.9027
	Hits@5:  0.9159
	Hits@10:  0.9336
	Hits@20:  0.9513
	MRR:  0.8688
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8811
		MRR:  0.9183
	2-Hop
		Hits@1:  0.8627
		MRR:  0.9025
	3-Hop
		Hits@1:  0.7100
		MRR:  0.7582
Valid Action Count at Each Step
	Overall Average: 59.6365
		Step 1: 19.4834
		Step 2: 61.6611
		Step 3: 69.7931
		Step 4: 87.6084
Entropy Metrics
	Question Entropy:  0.0405
	Path Entropy:  0.1619
		Step 1:  0.0263
		Step 2:  0.0288
		Step 3:  0.0381
		Step 4:  0.0687
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4029
	Restart Rate:  0.0000
	No-Op Rate:  0.4029
	Cycle Rate:  0.0436
	Backtrack Rate:  0.0000
	Unique Edges:  2.3507
	Redundancy:  0.0105
	Avg Segment Hops:  2.3883
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8798
	Precision:  0.0656
	F1 Score:  0.1057
Relation-Set Overlap Metrics
	Recall:  0.6621
	Precision:  0.7301
	F1 Score:  0.6818
Relation Edit Distance Metrics:
	Overall Average:  0.3739
		4-Hop:  0.5865
		2-Hop:  0.2608
		3-Hop:  0.4426

Score for iteration 8000
Answer Metrics
	Hits@1:  0.7909
	Hits@3:  0.8816
	Hits@5:  0.9038
	Hits@10:  0.9204
	Hits@20:  0.9358
	MRR:  0.8412
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8000
		MRR:  0.8618
	2-Hop
		Hits@1:  0.8484
		MRR:  0.8934
	3-Hop
		Hits@1:  0.6623
		MRR:  0.7144
Valid Action Count at Each Step
	Overall Average: 49.7253
		Step 1: 19.4834
		Step 2: 40.2219
		Step 3: 51.0516
		Step 4: 88.1444
Entropy Metrics
	Question Entropy:  0.0459
	Path Entropy:  0.1836
		Step 1:  0.0263
		Step 2:  0.0289
		Step 3:  0.0372
		Step 4:  0.0912
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4524
	Restart Rate:  0.0000
	No-Op Rate:  0.4524
	Cycle Rate:  0.0183
	Backtrack Rate:  0.0000
	Unique Edges:  2.1781
	Redundancy:  0.0077
	Avg Segment Hops:  2.1903
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8707
	Precision:  0.0547
	F1 Score:  0.0918
Relation-Set Overlap Metrics
	Recall:  0.6392
	Precision:  0.7332
	F1 Score:  0.6719
Relation Edit Distance Metrics:
	Overall Average:  0.3752
		4-Hop:  0.5149
		2-Hop:  0.2766
		3-Hop:  0.4715

Score for iteration 8100
Answer Metrics
	Hits@1:  0.8131
	Hits@3:  0.8982
	Hits@5:  0.9181
	Hits@10:  0.9336
	Hits@20:  0.9436
	MRR:  0.8594
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8216
		MRR:  0.8726
	2-Hop
		Hits@1:  0.8586
		MRR:  0.9036
	3-Hop
		Hits@1:  0.7100
		MRR:  0.7555
Valid Action Count at Each Step
	Overall Average: 55.1805
		Step 1: 19.4834
		Step 2: 49.9337
		Step 3: 67.0759
		Step 4: 84.2290
Entropy Metrics
	Question Entropy:  0.0413
	Path Entropy:  0.1651
		Step 1:  0.0236
		Step 2:  0.0211
		Step 3:  0.0333
		Step 4:  0.0871
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4212
	Restart Rate:  0.0000
	No-Op Rate:  0.4212
	Cycle Rate:  0.0272
	Backtrack Rate:  0.0000
	Unique Edges:  2.2931
	Redundancy:  0.0056
	Avg Segment Hops:  2.3153
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8907
	Precision:  0.0596
	F1 Score:  0.1003
Relation-Set Overlap Metrics
	Recall:  0.6516
	Precision:  0.7275
	F1 Score:  0.6768
Relation Edit Distance Metrics:
	Overall Average:  0.3713
		4-Hop:  0.5230
		2-Hop:  0.2831
		3-Hop:  0.4361

Score for iteration 8200
Answer Metrics
	Hits@1:  0.8075
	Hits@3:  0.8949
	Hits@5:  0.9170
	Hits@10:  0.9425
	Hits@20:  0.9513
	MRR:  0.8572
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8811
		MRR:  0.9124
	2-Hop
		Hits@1:  0.8443
		MRR:  0.8910
	3-Hop
		Hits@1:  0.6710
		MRR:  0.7415
Valid Action Count at Each Step
	Overall Average: 59.5870
		Step 1: 19.4834
		Step 2: 61.1298
		Step 3: 65.8561
		Step 4: 91.8789
Entropy Metrics
	Question Entropy:  0.0364
	Path Entropy:  0.1456
		Step 1:  0.0285
		Step 2:  0.0285
		Step 3:  0.0308
		Step 4:  0.0578
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4137
	Restart Rate:  0.0000
	No-Op Rate:  0.4137
	Cycle Rate:  0.0472
	Backtrack Rate:  0.0000
	Unique Edges:  2.3064
	Redundancy:  0.0098
	Avg Segment Hops:  2.3451
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8820
	Precision:  0.0643
	F1 Score:  0.1059
Relation-Set Overlap Metrics
	Recall:  0.6200
	Precision:  0.6945
	F1 Score:  0.6421
Relation Edit Distance Metrics:
	Overall Average:  0.4135
		4-Hop:  0.5946
		2-Hop:  0.3151
		3-Hop:  0.4766

Score for iteration 8300
Answer Metrics
	Hits@1:  0.8263
	Hits@3:  0.9049
	Hits@5:  0.9259
	Hits@10:  0.9425
	Hits@20:  0.9524
	MRR:  0.8691
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9210
	2-Hop
		Hits@1:  0.8545
		MRR:  0.9010
	3-Hop
		Hits@1:  0.7143
		MRR:  0.7601
Valid Action Count at Each Step
	Overall Average: 63.2460
		Step 1: 19.4834
		Step 2: 67.5136
		Step 3: 71.3067
		Step 4: 94.6802
Entropy Metrics
	Question Entropy:  0.0403
	Path Entropy:  0.1612
		Step 1:  0.0292
		Step 2:  0.0287
		Step 3:  0.0307
		Step 4:  0.0726
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3941
	Restart Rate:  0.0000
	No-Op Rate:  0.3941
	Cycle Rate:  0.0593
	Backtrack Rate:  0.0000
	Unique Edges:  2.3573
	Redundancy:  0.0166
	Avg Segment Hops:  2.4237
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8334
	Precision:  0.0630
	F1 Score:  0.0995
Relation-Set Overlap Metrics
	Recall:  0.6354
	Precision:  0.7027
	F1 Score:  0.6546
Relation Edit Distance Metrics:
	Overall Average:  0.4048
		4-Hop:  0.5892
		2-Hop:  0.3130
		3-Hop:  0.4509

Score for iteration 8400
Answer Metrics
	Hits@1:  0.7788
	Hits@3:  0.8695
	Hits@5:  0.8916
	Hits@10:  0.9192
	Hits@20:  0.9369
	MRR:  0.8315
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8649
		MRR:  0.8996
	2-Hop
		Hits@1:  0.7951
		MRR:  0.8549
	3-Hop
		Hits@1:  0.6753
		MRR:  0.7276
Valid Action Count at Each Step
	Overall Average: 50.2871
		Step 1: 19.4834
		Step 2: 48.8001
		Step 3: 60.4365
		Step 4: 72.4283
Entropy Metrics
	Question Entropy:  0.0381
	Path Entropy:  0.1526
		Step 1:  0.0191
		Step 2:  0.0169
		Step 3:  0.0347
		Step 4:  0.0819
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4275
	Restart Rate:  0.0000
	No-Op Rate:  0.4275
	Cycle Rate:  0.0300
	Backtrack Rate:  0.0000
	Unique Edges:  2.2666
	Redundancy:  0.0058
	Avg Segment Hops:  2.2898
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8821
	Precision:  0.0530
	F1 Score:  0.0913
Relation-Set Overlap Metrics
	Recall:  0.6155
	Precision:  0.7060
	F1 Score:  0.6448
Relation Edit Distance Metrics:
	Overall Average:  0.4078
		4-Hop:  0.5419
		2-Hop:  0.3494
		3-Hop:  0.4239

Score for iteration 8500
Answer Metrics
	Hits@1:  0.7721
	Hits@3:  0.8684
	Hits@5:  0.8971
	Hits@10:  0.9170
	Hits@20:  0.9336
	MRR:  0.8270
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9232
	2-Hop
		Hits@1:  0.7787
		MRR:  0.8422
	3-Hop
		Hits@1:  0.6623
		MRR:  0.7178
Valid Action Count at Each Step
	Overall Average: 54.7389
		Step 1: 19.4834
		Step 2: 58.5387
		Step 3: 60.3478
		Step 4: 80.5858
Entropy Metrics
	Question Entropy:  0.0408
	Path Entropy:  0.1632
		Step 1:  0.0290
		Step 2:  0.0238
		Step 3:  0.0367
		Step 4:  0.0737
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4386
	Restart Rate:  0.0000
	No-Op Rate:  0.4386
	Cycle Rate:  0.0338
	Backtrack Rate:  0.0000
	Unique Edges:  2.2146
	Redundancy:  0.0089
	Avg Segment Hops:  2.2456
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8730
	Precision:  0.0618
	F1 Score:  0.1026
Relation-Set Overlap Metrics
	Recall:  0.6173
	Precision:  0.7238
	F1 Score:  0.6511
Relation Edit Distance Metrics:
	Overall Average:  0.4118
		4-Hop:  0.5568
		2-Hop:  0.3448
		3-Hop:  0.4372

Score for iteration 8600
Answer Metrics
	Hits@1:  0.7268
	Hits@3:  0.8429
	Hits@5:  0.8684
	Hits@10:  0.8960
	Hits@20:  0.9237
	MRR:  0.7907
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8595
		MRR:  0.8932
	2-Hop
		Hits@1:  0.7275
		MRR:  0.7997
	3-Hop
		Hits@1:  0.6190
		MRR:  0.6897
Valid Action Count at Each Step
	Overall Average: 56.4132
		Step 1: 19.4834
		Step 2: 59.9507
		Step 3: 61.6589
		Step 4: 84.5597
Entropy Metrics
	Question Entropy:  0.0377
	Path Entropy:  0.1509
		Step 1:  0.0262
		Step 2:  0.0276
		Step 3:  0.0318
		Step 4:  0.0653
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4994
	Restart Rate:  0.0000
	No-Op Rate:  0.4994
	Cycle Rate:  0.0183
	Backtrack Rate:  0.0000
	Unique Edges:  1.9912
	Redundancy:  0.0138
	Avg Segment Hops:  2.0022
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8420
	Precision:  0.0687
	F1 Score:  0.1089
Relation-Set Overlap Metrics
	Recall:  0.5505
	Precision:  0.6855
	F1 Score:  0.5964
Relation Edit Distance Metrics:
	Overall Average:  0.4617
		4-Hop:  0.5959
		2-Hop:  0.3996
		3-Hop:  0.4856

Score for iteration 8700
Answer Metrics
	Hits@1:  0.7312
	Hits@3:  0.8606
	Hits@5:  0.8861
	Hits@10:  0.9226
	Hits@20:  0.9392
	MRR:  0.7984
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6811
		MRR:  0.7740
	2-Hop
		Hits@1:  0.7971
		MRR:  0.8566
	3-Hop
		Hits@1:  0.6320
		MRR:  0.6950
Valid Action Count at Each Step
	Overall Average: 74.8786
		Step 1: 19.4834
		Step 2: 88.7039
		Step 3: 87.0590
		Step 4: 104.2680
Entropy Metrics
	Question Entropy:  0.0421
	Path Entropy:  0.1684
		Step 1:  0.0231
		Step 2:  0.0357
		Step 3:  0.0414
		Step 4:  0.0682
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4112
	Restart Rate:  0.0000
	No-Op Rate:  0.4112
	Cycle Rate:  0.0542
	Backtrack Rate:  0.0000
	Unique Edges:  2.3097
	Redundancy:  0.0136
	Avg Segment Hops:  2.3551
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8168
	Precision:  0.0741
	F1 Score:  0.1072
Relation-Set Overlap Metrics
	Recall:  0.5747
	Precision:  0.6423
	F1 Score:  0.5923
Relation Edit Distance Metrics:
	Overall Average:  0.4821
		4-Hop:  0.6703
		2-Hop:  0.3934
		3-Hop:  0.5188

Score for iteration 8800
Answer Metrics
	Hits@1:  0.7821
	Hits@3:  0.8905
	Hits@5:  0.9137
	Hits@10:  0.9314
	Hits@20:  0.9546
	MRR:  0.8399
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7946
		MRR:  0.8608
	2-Hop
		Hits@1:  0.8361
		MRR:  0.8853
	3-Hop
		Hits@1:  0.6580
		MRR:  0.7271
Valid Action Count at Each Step
	Overall Average: 61.4517
		Step 1: 19.4834
		Step 2: 66.9658
		Step 3: 75.1857
		Step 4: 84.1719
Entropy Metrics
	Question Entropy:  0.0384
	Path Entropy:  0.1538
		Step 1:  0.0197
		Step 2:  0.0277
		Step 3:  0.0372
		Step 4:  0.0691
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4491
	Restart Rate:  0.0000
	No-Op Rate:  0.4491
	Cycle Rate:  0.0301
	Backtrack Rate:  0.0000
	Unique Edges:  2.1748
	Redundancy:  0.0094
	Avg Segment Hops:  2.2035
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8980
	Precision:  0.0677
	F1 Score:  0.1122
Relation-Set Overlap Metrics
	Recall:  0.6059
	Precision:  0.6923
	F1 Score:  0.6323
Relation Edit Distance Metrics:
	Overall Average:  0.4248
		4-Hop:  0.6068
		2-Hop:  0.3373
		3-Hop:  0.4639

Score for iteration 8900
Answer Metrics
	Hits@1:  0.7876
	Hits@3:  0.8916
	Hits@5:  0.9148
	Hits@10:  0.9358
	Hits@20:  0.9502
	MRR:  0.8452
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8649
		MRR:  0.9109
	2-Hop
		Hits@1:  0.8156
		MRR:  0.8756
	3-Hop
		Hits@1:  0.6667
		MRR:  0.7284
Valid Action Count at Each Step
	Overall Average: 61.2024
		Step 1: 19.4834
		Step 2: 69.5468
		Step 3: 79.0471
		Step 4: 76.7325
Entropy Metrics
	Question Entropy:  0.0428
	Path Entropy:  0.1714
		Step 1:  0.0255
		Step 2:  0.0405
		Step 3:  0.0447
		Step 4:  0.0606
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4132
	Restart Rate:  0.0000
	No-Op Rate:  0.4132
	Cycle Rate:  0.0427
	Backtrack Rate:  0.0000
	Unique Edges:  2.2931
	Redundancy:  0.0160
	Avg Segment Hops:  2.3473
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8788
	Precision:  0.0638
	F1 Score:  0.1065
Relation-Set Overlap Metrics
	Recall:  0.6125
	Precision:  0.6880
	F1 Score:  0.6340
Relation Edit Distance Metrics:
	Overall Average:  0.4291
		4-Hop:  0.5905
		2-Hop:  0.3550
		3-Hop:  0.4563

Score for iteration 9000
Answer Metrics
	Hits@1:  0.8363
	Hits@3:  0.8938
	Hits@5:  0.9170
	Hits@10:  0.9325
	Hits@20:  0.9502
	MRR:  0.8715
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9320
	2-Hop
		Hits@1:  0.8668
		MRR:  0.9023
	3-Hop
		Hits@1:  0.7143
		MRR:  0.7579
Valid Action Count at Each Step
	Overall Average: 60.4405
		Step 1: 19.4834
		Step 2: 62.2519
		Step 3: 69.8695
		Step 4: 90.1572
Entropy Metrics
	Question Entropy:  0.0360
	Path Entropy:  0.1442
		Step 1:  0.0219
		Step 2:  0.0237
		Step 3:  0.0333
		Step 4:  0.0653
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4123
	Restart Rate:  0.0000
	No-Op Rate:  0.4123
	Cycle Rate:  0.0376
	Backtrack Rate:  0.0000
	Unique Edges:  2.3186
	Redundancy:  0.0080
	Avg Segment Hops:  2.3507
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8638
	Precision:  0.0657
	F1 Score:  0.1072
Relation-Set Overlap Metrics
	Recall:  0.6614
	Precision:  0.7399
	F1 Score:  0.6860
Relation Edit Distance Metrics:
	Overall Average:  0.3671
		4-Hop:  0.5432
		2-Hop:  0.2620
		3-Hop:  0.4481

Score for iteration 9100
Answer Metrics
	Hits@1:  0.6162
	Hits@3:  0.7577
	Hits@5:  0.8064
	Hits@10:  0.8595
	Hits@20:  0.8938
	MRR:  0.7025
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.5892
		MRR:  0.6799
	2-Hop
		Hits@1:  0.6762
		MRR:  0.7663
	3-Hop
		Hits@1:  0.5108
		MRR:  0.5856
Valid Action Count at Each Step
	Overall Average: 41.1468
		Step 1: 19.4834
		Step 2: 31.5563
		Step 3: 33.8310
		Step 4: 79.7163
Entropy Metrics
	Question Entropy:  0.0346
	Path Entropy:  0.1384
		Step 1:  0.0139
		Step 2:  0.0127
		Step 3:  0.0293
		Step 4:  0.0825
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5407
	Restart Rate:  0.0000
	No-Op Rate:  0.5407
	Cycle Rate:  0.0036
	Backtrack Rate:  0.0000
	Unique Edges:  1.8352
	Redundancy:  0.0138
	Avg Segment Hops:  1.8374
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7850
	Precision:  0.0397
	F1 Score:  0.0695
Relation-Set Overlap Metrics
	Recall:  0.5356
	Precision:  0.7100
	F1 Score:  0.5946
Relation Edit Distance Metrics:
	Overall Average:  0.4674
		4-Hop:  0.6216
		2-Hop:  0.3767
		3-Hop:  0.5354

Score for iteration 9200
Answer Metrics
	Hits@1:  0.7998
	Hits@3:  0.8827
	Hits@5:  0.9060
	Hits@10:  0.9215
	Hits@20:  0.9458
	MRR:  0.8481
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8595
		MRR:  0.8961
	2-Hop
		Hits@1:  0.8361
		MRR:  0.8830
	3-Hop
		Hits@1:  0.6753
		MRR:  0.7361
Valid Action Count at Each Step
	Overall Average: 57.7408
		Step 1: 19.4834
		Step 2: 51.4399
		Step 3: 62.3972
		Step 4: 97.6428
Entropy Metrics
	Question Entropy:  0.0357
	Path Entropy:  0.1430
		Step 1:  0.0189
		Step 2:  0.0265
		Step 3:  0.0258
		Step 4:  0.0719
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4184
	Restart Rate:  0.0000
	No-Op Rate:  0.4184
	Cycle Rate:  0.0364
	Backtrack Rate:  0.0000
	Unique Edges:  2.2843
	Redundancy:  0.0140
	Avg Segment Hops:  2.3263
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8600
	Precision:  0.0543
	F1 Score:  0.0917
Relation-Set Overlap Metrics
	Recall:  0.6515
	Precision:  0.7350
	F1 Score:  0.6791
Relation Edit Distance Metrics:
	Overall Average:  0.3721
		4-Hop:  0.5054
		2-Hop:  0.2891
		3-Hop:  0.4408

Score for iteration 9300
Answer Metrics
	Hits@1:  0.8097
	Hits@3:  0.8827
	Hits@5:  0.9027
	Hits@10:  0.9192
	Hits@20:  0.9381
	MRR:  0.8513
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9160
	2-Hop
		Hits@1:  0.8361
		MRR:  0.8826
	3-Hop
		Hits@1:  0.6883
		MRR:  0.7332
Valid Action Count at Each Step
	Overall Average: 60.0909
		Step 1: 19.4834
		Step 2: 53.6625
		Step 3: 67.5219
		Step 4: 99.6957
Entropy Metrics
	Question Entropy:  0.0321
	Path Entropy:  0.1286
		Step 1:  0.0214
		Step 2:  0.0204
		Step 3:  0.0193
		Step 4:  0.0674
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4137
	Restart Rate:  0.0000
	No-Op Rate:  0.4137
	Cycle Rate:  0.0374
	Backtrack Rate:  0.0000
	Unique Edges:  2.3097
	Redundancy:  0.0155
	Avg Segment Hops:  2.3451
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8246
	Precision:  0.0591
	F1 Score:  0.0939
Relation-Set Overlap Metrics
	Recall:  0.6701
	Precision:  0.7562
	F1 Score:  0.6980
Relation Edit Distance Metrics:
	Overall Average:  0.3555
		4-Hop:  0.4811
		2-Hop:  0.2772
		3-Hop:  0.4206

Score for iteration 9400
Answer Metrics
	Hits@1:  0.8252
	Hits@3:  0.8861
	Hits@5:  0.9126
	Hits@10:  0.9281
	Hits@20:  0.9381
	MRR:  0.8624
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9287
	2-Hop
		Hits@1:  0.8484
		MRR:  0.8915
	3-Hop
		Hits@1:  0.7100
		MRR:  0.7478
Valid Action Count at Each Step
	Overall Average: 53.7927
		Step 1: 19.4834
		Step 2: 49.7554
		Step 3: 56.4765
		Step 4: 89.4554
Entropy Metrics
	Question Entropy:  0.0381
	Path Entropy:  0.1525
		Step 1:  0.0163
		Step 2:  0.0193
		Step 3:  0.0357
		Step 4:  0.0812
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4212
	Restart Rate:  0.0000
	No-Op Rate:  0.4212
	Cycle Rate:  0.0291
	Backtrack Rate:  0.0000
	Unique Edges:  2.2898
	Redundancy:  0.0097
	Avg Segment Hops:  2.3153
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8699
	Precision:  0.0557
	F1 Score:  0.0943
Relation-Set Overlap Metrics
	Recall:  0.6728
	Precision:  0.7601
	F1 Score:  0.7018
Relation Edit Distance Metrics:
	Overall Average:  0.3517
		4-Hop:  0.4703
		2-Hop:  0.2739
		3-Hop:  0.4210

Score for iteration 9500
Answer Metrics
	Hits@1:  0.8197
	Hits@3:  0.8905
	Hits@5:  0.9126
	Hits@10:  0.9336
	Hits@20:  0.9436
	MRR:  0.8604
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9473
	2-Hop
		Hits@1:  0.8422
		MRR:  0.8868
	3-Hop
		Hits@1:  0.6840
		MRR:  0.7352
Valid Action Count at Each Step
	Overall Average: 59.8774
		Step 1: 19.4834
		Step 2: 54.6641
		Step 3: 63.7831
		Step 4: 101.5790
Entropy Metrics
	Question Entropy:  0.0353
	Path Entropy:  0.1413
		Step 1:  0.0167
		Step 2:  0.0148
		Step 3:  0.0282
		Step 4:  0.0816
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4192
	Restart Rate:  0.0000
	No-Op Rate:  0.4192
	Cycle Rate:  0.0373
	Backtrack Rate:  0.0000
	Unique Edges:  2.2909
	Redundancy:  0.0102
	Avg Segment Hops:  2.3230
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8645
	Precision:  0.0496
	F1 Score:  0.0870
Relation-Set Overlap Metrics
	Recall:  0.6352
	Precision:  0.7090
	F1 Score:  0.6586
Relation Edit Distance Metrics:
	Overall Average:  0.3922
		4-Hop:  0.5473
		2-Hop:  0.2850
		3-Hop:  0.4946

Score for iteration 9600
Answer Metrics
	Hits@1:  0.8374
	Hits@3:  0.9027
	Hits@5:  0.9181
	Hits@10:  0.9325
	Hits@20:  0.9469
	MRR:  0.8743
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9317
	2-Hop
		Hits@1:  0.8750
		MRR:  0.9134
	3-Hop
		Hits@1:  0.7013
		MRR:  0.7456
Valid Action Count at Each Step
	Overall Average: 51.3823
		Step 1: 19.4834
		Step 2: 40.4638
		Step 3: 48.4349
		Step 4: 97.1472
Entropy Metrics
	Question Entropy:  0.0292
	Path Entropy:  0.1169
		Step 1:  0.0110
		Step 2:  0.0139
		Step 3:  0.0254
		Step 4:  0.0667
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4098
	Restart Rate:  0.0000
	No-Op Rate:  0.4098
	Cycle Rate:  0.0297
	Backtrack Rate:  0.0000
	Unique Edges:  2.3330
	Redundancy:  0.0081
	Avg Segment Hops:  2.3606
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8602
	Precision:  0.0478
	F1 Score:  0.0828
Relation-Set Overlap Metrics
	Recall:  0.6931
	Precision:  0.7718
	F1 Score:  0.7200
Relation Edit Distance Metrics:
	Overall Average:  0.3316
		4-Hop:  0.4649
		2-Hop:  0.2462
		3-Hop:  0.4051

Score for iteration 9700
Answer Metrics
	Hits@1:  0.8097
	Hits@3:  0.8827
	Hits@5:  0.9038
	Hits@10:  0.9259
	Hits@20:  0.9403
	MRR:  0.8522
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9182
	2-Hop
		Hits@1:  0.8361
		MRR:  0.8850
	3-Hop
		Hits@1:  0.6883
		MRR:  0.7299
Valid Action Count at Each Step
	Overall Average: 50.5747
		Step 1: 19.4834
		Step 2: 44.8362
		Step 3: 51.9327
		Step 4: 86.0466
Entropy Metrics
	Question Entropy:  0.0333
	Path Entropy:  0.1331
		Step 1:  0.0173
		Step 2:  0.0167
		Step 3:  0.0271
		Step 4:  0.0720
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4137
	Restart Rate:  0.0000
	No-Op Rate:  0.4137
	Cycle Rate:  0.0269
	Backtrack Rate:  0.0000
	Unique Edges:  2.3252
	Redundancy:  0.0062
	Avg Segment Hops:  2.3451
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8766
	Precision:  0.0497
	F1 Score:  0.0864
Relation-Set Overlap Metrics
	Recall:  0.6727
	Precision:  0.7522
	F1 Score:  0.6994
Relation Edit Distance Metrics:
	Overall Average:  0.3498
		4-Hop:  0.4703
		2-Hop:  0.2674
		3-Hop:  0.4275

Score for iteration 9800
Answer Metrics
	Hits@1:  0.8330
	Hits@3:  0.8916
	Hits@5:  0.9093
	Hits@10:  0.9281
	Hits@20:  0.9425
	MRR:  0.8678
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9427
	2-Hop
		Hits@1:  0.8607
		MRR:  0.8994
	3-Hop
		Hits@1:  0.7013
		MRR:  0.7411
Valid Action Count at Each Step
	Overall Average: 51.3021
		Step 1: 19.4834
		Step 2: 41.6747
		Step 3: 41.3881
		Step 4: 102.6621
Entropy Metrics
	Question Entropy:  0.0311
	Path Entropy:  0.1245
		Step 1:  0.0185
		Step 2:  0.0128
		Step 3:  0.0266
		Step 4:  0.0665
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4192
	Restart Rate:  0.0000
	No-Op Rate:  0.4192
	Cycle Rate:  0.0279
	Backtrack Rate:  0.0000
	Unique Edges:  2.3031
	Redundancy:  0.0072
	Avg Segment Hops:  2.3230
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8186
	Precision:  0.0407
	F1 Score:  0.0719
Relation-Set Overlap Metrics
	Recall:  0.6620
	Precision:  0.7388
	F1 Score:  0.6870
Relation Edit Distance Metrics:
	Overall Average:  0.3636
		4-Hop:  0.4959
		2-Hop:  0.2741
		3-Hop:  0.4466

Score for iteration 9900
Answer Metrics
	Hits@1:  0.7810
	Hits@3:  0.8739
	Hits@5:  0.8982
	Hits@10:  0.9237
	Hits@20:  0.9392
	MRR:  0.8332
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7622
		MRR:  0.8348
	2-Hop
		Hits@1:  0.8443
		MRR:  0.8898
	3-Hop
		Hits@1:  0.6623
		MRR:  0.7121
Valid Action Count at Each Step
	Overall Average: 52.7295
		Step 1: 19.4834
		Step 2: 40.5854
		Step 3: 41.0457
		Step 4: 109.8034
Entropy Metrics
	Question Entropy:  0.0280
	Path Entropy:  0.1121
		Step 1:  0.0154
		Step 2:  0.0126
		Step 3:  0.0209
		Step 4:  0.0631
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4375
	Restart Rate:  0.0000
	No-Op Rate:  0.4375
	Cycle Rate:  0.0165
	Backtrack Rate:  0.0000
	Unique Edges:  2.2389
	Redundancy:  0.0039
	Avg Segment Hops:  2.2500
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8122
	Precision:  0.0394
	F1 Score:  0.0694
Relation-Set Overlap Metrics
	Recall:  0.6542
	Precision:  0.7368
	F1 Score:  0.6824
Relation Edit Distance Metrics:
	Overall Average:  0.3650
		4-Hop:  0.5122
		2-Hop:  0.2679
		3-Hop:  0.4520

Score for iteration 10000
Answer Metrics
	Hits@1:  0.8031
	Hits@3:  0.8861
	Hits@5:  0.9082
	Hits@10:  0.9292
	Hits@20:  0.9480
	MRR:  0.8514
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8432
		MRR:  0.8959
	2-Hop
		Hits@1:  0.8504
		MRR:  0.8937
	3-Hop
		Hits@1:  0.6710
		MRR:  0.7264
Valid Action Count at Each Step
	Overall Average: 52.3832
		Step 1: 19.4834
		Step 2: 45.4417
		Step 3: 44.2974
		Step 4: 100.3105
Entropy Metrics
	Question Entropy:  0.0219
	Path Entropy:  0.0877
		Step 1:  0.0121
		Step 2:  0.0125
		Step 3:  0.0226
		Step 4:  0.0406
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4259
	Restart Rate:  0.0000
	No-Op Rate:  0.4259
	Cycle Rate:  0.0207
	Backtrack Rate:  0.0000
	Unique Edges:  2.2799
	Redundancy:  0.0053
	Avg Segment Hops:  2.2965
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8498
	Precision:  0.0474
	F1 Score:  0.0817
Relation-Set Overlap Metrics
	Recall:  0.6753
	Precision:  0.7537
	F1 Score:  0.7014
Relation Edit Distance Metrics:
	Overall Average:  0.3476
		4-Hop:  0.4851
		2-Hop:  0.2599
		3-Hop:  0.4228

Score for iteration 10100
Answer Metrics
	Hits@1:  0.8363
	Hits@3:  0.8982
	Hits@5:  0.9159
	Hits@10:  0.9347
	Hits@20:  0.9436
	MRR:  0.8716
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9405
		MRR:  0.9513
	2-Hop
		Hits@1:  0.8607
		MRR:  0.9024
	3-Hop
		Hits@1:  0.7013
		MRR:  0.7425
Valid Action Count at Each Step
	Overall Average: 50.3060
		Step 1: 19.4834
		Step 2: 45.6889
		Step 3: 43.9739
		Step 4: 92.0779
Entropy Metrics
	Question Entropy:  0.0240
	Path Entropy:  0.0961
		Step 1:  0.0111
		Step 2:  0.0115
		Step 3:  0.0247
		Step 4:  0.0488
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4198
	Restart Rate:  0.0000
	No-Op Rate:  0.4198
	Cycle Rate:  0.0290
	Backtrack Rate:  0.0000
	Unique Edges:  2.2976
	Redundancy:  0.0081
	Avg Segment Hops:  2.3208
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8417
	Precision:  0.0468
	F1 Score:  0.0822
Relation-Set Overlap Metrics
	Recall:  0.6681
	Precision:  0.7478
	F1 Score:  0.6946
Relation Edit Distance Metrics:
	Overall Average:  0.3567
		4-Hop:  0.4851
		2-Hop:  0.2671
		3-Hop:  0.4430

Score for iteration 10200
Answer Metrics
	Hits@1:  0.7168
	Hits@3:  0.8396
	Hits@5:  0.8717
	Hits@10:  0.9071
	Hits@20:  0.9314
	MRR:  0.7857
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8054
		MRR:  0.8454
	2-Hop
		Hits@1:  0.7992
		MRR:  0.8596
	3-Hop
		Hits@1:  0.4719
		MRR:  0.5817
Valid Action Count at Each Step
	Overall Average: 41.5661
		Step 1: 19.4834
		Step 2: 32.3620
		Step 3: 33.2803
		Step 4: 81.1387
Entropy Metrics
	Question Entropy:  0.0242
	Path Entropy:  0.0970
		Step 1:  0.0129
		Step 2:  0.0066
		Step 3:  0.0223
		Step 4:  0.0551
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4726
	Restart Rate:  0.0000
	No-Op Rate:  0.4726
	Cycle Rate:  0.0069
	Backtrack Rate:  0.0000
	Unique Edges:  2.1095
	Redundancy:  0.0066
	Avg Segment Hops:  2.1095
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8076
	Precision:  0.0402
	F1 Score:  0.0694
Relation-Set Overlap Metrics
	Recall:  0.6446
	Precision:  0.7695
	F1 Score:  0.6890
Relation Edit Distance Metrics:
	Overall Average:  0.3639
		4-Hop:  0.5122
		2-Hop:  0.2869
		3-Hop:  0.4080

Score for iteration 10300
Answer Metrics
	Hits@1:  0.8252
	Hits@3:  0.8927
	Hits@5:  0.9148
	Hits@10:  0.9292
	Hits@20:  0.9447
	MRR:  0.8640
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9386
	2-Hop
		Hits@1:  0.8648
		MRR:  0.9056
	3-Hop
		Hits@1:  0.6667
		MRR:  0.7165
Valid Action Count at Each Step
	Overall Average: 49.7147
		Step 1: 19.4834
		Step 2: 47.0917
		Step 3: 46.1035
		Step 4: 86.1801
Entropy Metrics
	Question Entropy:  0.0312
	Path Entropy:  0.1247
		Step 1:  0.0215
		Step 2:  0.0099
		Step 3:  0.0274
		Step 4:  0.0659
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4317
	Restart Rate:  0.0000
	No-Op Rate:  0.4317
	Cycle Rate:  0.0186
	Backtrack Rate:  0.0000
	Unique Edges:  2.2644
	Redundancy:  0.0044
	Avg Segment Hops:  2.2732
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8495
	Precision:  0.0474
	F1 Score:  0.0830
Relation-Set Overlap Metrics
	Recall:  0.6792
	Precision:  0.7695
	F1 Score:  0.7106
Relation Edit Distance Metrics:
	Overall Average:  0.3390
		4-Hop:  0.4743
		2-Hop:  0.2531
		3-Hop:  0.4120

Score for iteration 10400
Answer Metrics
	Hits@1:  0.7533
	Hits@3:  0.8529
	Hits@5:  0.8861
	Hits@10:  0.9181
	Hits@20:  0.9381
	MRR:  0.8132
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8595
		MRR:  0.8978
	2-Hop
		Hits@1:  0.8176
		MRR:  0.8681
	3-Hop
		Hits@1:  0.5325
		MRR:  0.6296
Valid Action Count at Each Step
	Overall Average: 47.5202
		Step 1: 19.4834
		Step 2: 40.3915
		Step 3: 39.3079
		Step 4: 90.8980
Entropy Metrics
	Question Entropy:  0.0278
	Path Entropy:  0.1112
		Step 1:  0.0154
		Step 2:  0.0105
		Step 3:  0.0260
		Step 4:  0.0593
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4416
	Restart Rate:  0.0000
	No-Op Rate:  0.4416
	Cycle Rate:  0.0207
	Backtrack Rate:  0.0000
	Unique Edges:  2.2179
	Redundancy:  0.0073
	Avg Segment Hops:  2.2334
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8060
	Precision:  0.0408
	F1 Score:  0.0720
Relation-Set Overlap Metrics
	Recall:  0.6561
	Precision:  0.7610
	F1 Score:  0.6911
Relation Edit Distance Metrics:
	Overall Average:  0.3637
		4-Hop:  0.4959
		2-Hop:  0.2946
		3-Hop:  0.4037

Score for iteration 10500
Answer Metrics
	Hits@1:  0.8153
	Hits@3:  0.8916
	Hits@5:  0.9137
	Hits@10:  0.9303
	Hits@20:  0.9458
	MRR:  0.8586
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9409
	2-Hop
		Hits@1:  0.8463
		MRR:  0.8926
	3-Hop
		Hits@1:  0.6710
		MRR:  0.7209
Valid Action Count at Each Step
	Overall Average: 49.6888
		Step 1: 19.4834
		Step 2: 46.2561
		Step 3: 45.9788
		Step 4: 87.0369
Entropy Metrics
	Question Entropy:  0.0292
	Path Entropy:  0.1167
		Step 1:  0.0166
		Step 2:  0.0061
		Step 3:  0.0216
		Step 4:  0.0723
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4428
	Restart Rate:  0.0000
	No-Op Rate:  0.4428
	Cycle Rate:  0.0090
	Backtrack Rate:  0.0000
	Unique Edges:  2.2268
	Redundancy:  0.0028
	Avg Segment Hops:  2.2290
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8382
	Precision:  0.0411
	F1 Score:  0.0735
Relation-Set Overlap Metrics
	Recall:  0.6495
	Precision:  0.7396
	F1 Score:  0.6815
Relation Edit Distance Metrics:
	Overall Average:  0.3662
		4-Hop:  0.4986
		2-Hop:  0.2772
		3-Hop:  0.4484

Score for iteration 10600
Answer Metrics
	Hits@1:  0.7887
	Hits@3:  0.8872
	Hits@5:  0.9148
	Hits@10:  0.9292
	Hits@20:  0.9425
	MRR:  0.8432
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8270
		MRR:  0.8812
	2-Hop
		Hits@1:  0.8381
		MRR:  0.8874
	3-Hop
		Hits@1:  0.6537
		MRR:  0.7196
Valid Action Count at Each Step
	Overall Average: 56.3935
		Step 1: 19.4834
		Step 2: 53.6477
		Step 3: 55.7187
		Step 4: 96.7240
Entropy Metrics
	Question Entropy:  0.0298
	Path Entropy:  0.1193
		Step 1:  0.0119
		Step 2:  0.0112
		Step 3:  0.0297
		Step 4:  0.0666
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4353
	Restart Rate:  0.0000
	No-Op Rate:  0.4353
	Cycle Rate:  0.0215
	Backtrack Rate:  0.0000
	Unique Edges:  2.2500
	Redundancy:  0.0044
	Avg Segment Hops:  2.2588
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8238
	Precision:  0.0425
	F1 Score:  0.0754
Relation-Set Overlap Metrics
	Recall:  0.6422
	Precision:  0.7257
	F1 Score:  0.6707
Relation Edit Distance Metrics:
	Overall Average:  0.3740
		4-Hop:  0.5122
		2-Hop:  0.2753
		3-Hop:  0.4719

Score for iteration 10700
Answer Metrics
	Hits@1:  0.8009
	Hits@3:  0.8894
	Hits@5:  0.9082
	Hits@10:  0.9281
	Hits@20:  0.9392
	MRR:  0.8491
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8811
		MRR:  0.9146
	2-Hop
		Hits@1:  0.8340
		MRR:  0.8838
	3-Hop
		Hits@1:  0.6667
		MRR:  0.7232
Valid Action Count at Each Step
	Overall Average: 50.9736
		Step 1: 19.4834
		Step 2: 46.6326
		Step 3: 46.3422
		Step 4: 91.4361
Entropy Metrics
	Question Entropy:  0.0259
	Path Entropy:  0.1036
		Step 1:  0.0126
		Step 2:  0.0113
		Step 3:  0.0196
		Step 4:  0.0601
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4372
	Restart Rate:  0.0000
	No-Op Rate:  0.4372
	Cycle Rate:  0.0198
	Backtrack Rate:  0.0000
	Unique Edges:  2.2434
	Redundancy:  0.0053
	Avg Segment Hops:  2.2511
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8298
	Precision:  0.0440
	F1 Score:  0.0770
Relation-Set Overlap Metrics
	Recall:  0.6539
	Precision:  0.7495
	F1 Score:  0.6864
Relation Edit Distance Metrics:
	Overall Average:  0.3637
		4-Hop:  0.4986
		2-Hop:  0.2777
		3-Hop:  0.4372

Score for iteration 10800
Answer Metrics
	Hits@1:  0.8097
	Hits@3:  0.8960
	Hits@5:  0.9204
	Hits@10:  0.9392
	Hits@20:  0.9513
	MRR:  0.8577
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9211
	2-Hop
		Hits@1:  0.8422
		MRR:  0.8921
	3-Hop
		Hits@1:  0.6797
		MRR:  0.7342
Valid Action Count at Each Step
	Overall Average: 61.7153
		Step 1: 19.4834
		Step 2: 63.4362
		Step 3: 60.1786
		Step 4: 103.7631
Entropy Metrics
	Question Entropy:  0.0277
	Path Entropy:  0.1107
		Step 1:  0.0180
		Step 2:  0.0117
		Step 3:  0.0229
		Step 4:  0.0581
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4170
	Restart Rate:  0.0000
	No-Op Rate:  0.4170
	Cycle Rate:  0.0381
	Backtrack Rate:  0.0000
	Unique Edges:  2.2942
	Redundancy:  0.0129
	Avg Segment Hops:  2.3319
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8712
	Precision:  0.0535
	F1 Score:  0.0913
Relation-Set Overlap Metrics
	Recall:  0.6354
	Precision:  0.7089
	F1 Score:  0.6592
Relation Edit Distance Metrics:
	Overall Average:  0.3911
		4-Hop:  0.5716
		2-Hop:  0.2777
		3-Hop:  0.4863

Score for iteration 10900
Answer Metrics
	Hits@1:  0.6416
	Hits@3:  0.8175
	Hits@5:  0.8562
	Hits@10:  0.9049
	Hits@20:  0.9347
	MRR:  0.7413
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7500
		MRR:  0.8298
	3-Hop
		Hits@1:  0.5801
		MRR:  0.6692
	4-Hop
		Hits@1:  0.4324
		MRR:  0.5981
Valid Action Count at Each Step
	Overall Average: 62.6317
		Step 1: 19.4834
		Step 2: 71.2895
		Step 3: 66.2628
		Step 4: 93.4911
Entropy Metrics
	Question Entropy:  0.0230
	Path Entropy:  0.0921
		Step 1:  0.0148
		Step 2:  0.0079
		Step 3:  0.0199
		Step 4:  0.0495
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4397
	Restart Rate:  0.0000
	No-Op Rate:  0.4397
	Cycle Rate:  0.0428
	Backtrack Rate:  0.0000
	Unique Edges:  2.1969
	Redundancy:  0.0156
	Avg Segment Hops:  2.2412
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7984
	Precision:  0.0521
	F1 Score:  0.0861
Relation-Set Overlap Metrics
	Recall:  0.5735
	Precision:  0.6576
	F1 Score:  0.5990
Relation Edit Distance Metrics:
	Overall Average:  0.4536
		4-Hop:  0.7365
		2-Hop:  0.3152
		3-Hop:  0.5195

Score for iteration 11000
Answer Metrics
	Hits@1:  0.7611
	Hits@3:  0.8562
	Hits@5:  0.8872
	Hits@10:  0.9115
	Hits@20:  0.9314
	MRR:  0.8147
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7730
		MRR:  0.8219
	2-Hop
		Hits@1:  0.8156
		MRR:  0.8698
	3-Hop
		Hits@1:  0.6364
		MRR:  0.6926
Valid Action Count at Each Step
	Overall Average: 51.7457
		Step 1: 19.4834
		Step 2: 47.6413
		Step 3: 47.3310
		Step 4: 92.5272
Entropy Metrics
	Question Entropy:  0.0285
	Path Entropy:  0.1142
		Step 1:  0.0105
		Step 2:  0.0131
		Step 3:  0.0222
		Step 4:  0.0684
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4320
	Restart Rate:  0.0000
	No-Op Rate:  0.4320
	Cycle Rate:  0.0146
	Backtrack Rate:  0.0000
	Unique Edges:  2.2622
	Redundancy:  0.0025
	Avg Segment Hops:  2.2721
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8430
	Precision:  0.0436
	F1 Score:  0.0745
Relation-Set Overlap Metrics
	Recall:  0.6465
	Precision:  0.7321
	F1 Score:  0.6766
Relation Edit Distance Metrics:
	Overall Average:  0.3694
		4-Hop:  0.5095
		2-Hop:  0.2920
		3-Hop:  0.4206

Score for iteration 11100
Answer Metrics
	Hits@1:  0.8075
	Hits@3:  0.8905
	Hits@5:  0.9082
	Hits@10:  0.9292
	Hits@20:  0.9425
	MRR:  0.8523
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8757
		MRR:  0.9118
	2-Hop
		Hits@1:  0.8504
		MRR:  0.8960
	3-Hop
		Hits@1:  0.6623
		MRR:  0.7123
Valid Action Count at Each Step
	Overall Average: 54.0331
		Step 1: 19.4834
		Step 2: 51.6413
		Step 3: 53.3529
		Step 4: 91.6549
Entropy Metrics
	Question Entropy:  0.0275
	Path Entropy:  0.1100
		Step 1:  0.0130
		Step 2:  0.0069
		Step 3:  0.0272
		Step 4:  0.0629
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4372
	Restart Rate:  0.0000
	No-Op Rate:  0.4372
	Cycle Rate:  0.0253
	Backtrack Rate:  0.0000
	Unique Edges:  2.2268
	Redundancy:  0.0083
	Avg Segment Hops:  2.2511
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8236
	Precision:  0.0438
	F1 Score:  0.0767
Relation-Set Overlap Metrics
	Recall:  0.6490
	Precision:  0.7396
	F1 Score:  0.6802
Relation Edit Distance Metrics:
	Overall Average:  0.3686
		4-Hop:  0.5486
		2-Hop:  0.2539
		3-Hop:  0.4668

Score for iteration 11200
Answer Metrics
	Hits@1:  0.8352
	Hits@3:  0.9015
	Hits@5:  0.9159
	Hits@10:  0.9358
	Hits@20:  0.9480
	MRR:  0.8733
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9549
	2-Hop
		Hits@1:  0.8648
		MRR:  0.9031
	3-Hop
		Hits@1:  0.6970
		MRR:  0.7448
Valid Action Count at Each Step
	Overall Average: 62.7081
		Step 1: 19.4834
		Step 2: 71.3808
		Step 3: 73.7121
		Step 4: 86.2560
Entropy Metrics
	Question Entropy:  0.0286
	Path Entropy:  0.1143
		Step 1:  0.0198
		Step 2:  0.0099
		Step 3:  0.0256
		Step 4:  0.0590
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4309
	Restart Rate:  0.0000
	No-Op Rate:  0.4309
	Cycle Rate:  0.0363
	Backtrack Rate:  0.0000
	Unique Edges:  2.2389
	Redundancy:  0.0130
	Avg Segment Hops:  2.2765
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8359
	Precision:  0.0540
	F1 Score:  0.0912
Relation-Set Overlap Metrics
	Recall:  0.6436
	Precision:  0.7350
	F1 Score:  0.6735
Relation Edit Distance Metrics:
	Overall Average:  0.3785
		4-Hop:  0.5649
		2-Hop:  0.2724
		3-Hop:  0.4535

Score for iteration 11300
Answer Metrics
	Hits@1:  0.7954
	Hits@3:  0.8739
	Hits@5:  0.8993
	Hits@10:  0.9237
	Hits@20:  0.9447
	MRR:  0.8412
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9441
	2-Hop
		Hits@1:  0.8197
		MRR:  0.8724
	3-Hop
		Hits@1:  0.6407
		MRR:  0.6928
Valid Action Count at Each Step
	Overall Average: 53.7830
		Step 1: 19.4834
		Step 2: 50.3880
		Step 3: 53.3399
		Step 4: 91.9209
Entropy Metrics
	Question Entropy:  0.0275
	Path Entropy:  0.1102
		Step 1:  0.0145
		Step 2:  0.0103
		Step 3:  0.0252
		Step 4:  0.0602
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4425
	Restart Rate:  0.0000
	No-Op Rate:  0.4425
	Cycle Rate:  0.0305
	Backtrack Rate:  0.0000
	Unique Edges:  2.2013
	Redundancy:  0.0116
	Avg Segment Hops:  2.2301
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8576
	Precision:  0.0504
	F1 Score:  0.0861
Relation-Set Overlap Metrics
	Recall:  0.6217
	Precision:  0.7214
	F1 Score:  0.6555
Relation Edit Distance Metrics:
	Overall Average:  0.3968
		4-Hop:  0.5446
		2-Hop:  0.2893
		3-Hop:  0.5058

Score for iteration 11400
Answer Metrics
	Hits@1:  0.8208
	Hits@3:  0.9015
	Hits@5:  0.9270
	Hits@10:  0.9447
	Hits@20:  0.9491
	MRR:  0.8661
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9473
	2-Hop
		Hits@1:  0.8463
		MRR:  0.8983
	3-Hop
		Hits@1:  0.6840
		MRR:  0.7332
Valid Action Count at Each Step
	Overall Average: 57.3913
		Step 1: 19.4834
		Step 2: 56.2977
		Step 3: 59.0287
		Step 4: 94.7553
Entropy Metrics
	Question Entropy:  0.0238
	Path Entropy:  0.0953
		Step 1:  0.0111
		Step 2:  0.0105
		Step 3:  0.0182
		Step 4:  0.0555
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4096
	Restart Rate:  0.0000
	No-Op Rate:  0.4096
	Cycle Rate:  0.0338
	Backtrack Rate:  0.0000
	Unique Edges:  2.3296
	Redundancy:  0.0092
	Avg Segment Hops:  2.3617
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8673
	Precision:  0.0546
	F1 Score:  0.0904
Relation-Set Overlap Metrics
	Recall:  0.6663
	Precision:  0.7443
	F1 Score:  0.6920
Relation Edit Distance Metrics:
	Overall Average:  0.3588
		4-Hop:  0.5270
		2-Hop:  0.2608
		3-Hop:  0.4311

Score for iteration 11500
Answer Metrics
	Hits@1:  0.8031
	Hits@3:  0.8695
	Hits@5:  0.8927
	Hits@10:  0.9148
	Hits@20:  0.9403
	MRR:  0.8449
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8595
		MRR:  0.8940
	2-Hop
		Hits@1:  0.8443
		MRR:  0.8875
	3-Hop
		Hits@1:  0.6710
		MRR:  0.7156
Valid Action Count at Each Step
	Overall Average: 57.9806
		Step 1: 19.4834
		Step 2: 51.5163
		Step 3: 54.9619
		Step 4: 105.9607
Entropy Metrics
	Question Entropy:  0.0268
	Path Entropy:  0.1074
		Step 1:  0.0147
		Step 2:  0.0114
		Step 3:  0.0172
		Step 4:  0.0640
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4367
	Restart Rate:  0.0000
	No-Op Rate:  0.4367
	Cycle Rate:  0.0342
	Backtrack Rate:  0.0000
	Unique Edges:  2.2113
	Redundancy:  0.0128
	Avg Segment Hops:  2.2533
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8204
	Precision:  0.0454
	F1 Score:  0.0780
Relation-Set Overlap Metrics
	Recall:  0.6319
	Precision:  0.7239
	F1 Score:  0.6630
Relation Edit Distance Metrics:
	Overall Average:  0.3893
		4-Hop:  0.5392
		2-Hop:  0.2869
		3-Hop:  0.4856

Score for iteration 11600
Answer Metrics
	Hits@1:  0.8296
	Hits@3:  0.8993
	Hits@5:  0.9181
	Hits@10:  0.9369
	Hits@20:  0.9502
	MRR:  0.8702
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9420
	2-Hop
		Hits@1:  0.8463
		MRR:  0.8904
	3-Hop
		Hits@1:  0.7143
		MRR:  0.7700
Valid Action Count at Each Step
	Overall Average: 60.3835
		Step 1: 19.4834
		Step 2: 64.9475
		Step 3: 64.2912
		Step 4: 92.8118
Entropy Metrics
	Question Entropy:  0.0284
	Path Entropy:  0.1135
		Step 1:  0.0141
		Step 2:  0.0174
		Step 3:  0.0158
		Step 4:  0.0662
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4334
	Restart Rate:  0.0000
	No-Op Rate:  0.4334
	Cycle Rate:  0.0363
	Backtrack Rate:  0.0000
	Unique Edges:  2.2290
	Redundancy:  0.0150
	Avg Segment Hops:  2.2666
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8487
	Precision:  0.0609
	F1 Score:  0.0973
Relation-Set Overlap Metrics
	Recall:  0.6351
	Precision:  0.7235
	F1 Score:  0.6643
Relation Edit Distance Metrics:
	Overall Average:  0.3889
		4-Hop:  0.5595
		2-Hop:  0.2939
		3-Hop:  0.4531

Score for iteration 11700
Answer Metrics
	Hits@1:  0.7909
	Hits@3:  0.8772
	Hits@5:  0.8960
	Hits@10:  0.9215
	Hits@20:  0.9392
	MRR:  0.8399
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8108
		MRR:  0.8684
	2-Hop
		Hits@1:  0.8484
		MRR:  0.8897
	3-Hop
		Hits@1:  0.6537
		MRR:  0.7119
Valid Action Count at Each Step
	Overall Average: 65.9336
		Step 1: 19.4834
		Step 2: 68.9970
		Step 3: 71.6275
		Step 4: 103.6266
Entropy Metrics
	Question Entropy:  0.0249
	Path Entropy:  0.0995
		Step 1:  0.0154
		Step 2:  0.0127
		Step 3:  0.0141
		Step 4:  0.0573
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4278
	Restart Rate:  0.0000
	No-Op Rate:  0.4278
	Cycle Rate:  0.0436
	Backtrack Rate:  0.0000
	Unique Edges:  2.2246
	Redundancy:  0.0164
	Avg Segment Hops:  2.2887
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8153
	Precision:  0.0567
	F1 Score:  0.0891
Relation-Set Overlap Metrics
	Recall:  0.6460
	Precision:  0.7341
	F1 Score:  0.6753
Relation Edit Distance Metrics:
	Overall Average:  0.3798
		4-Hop:  0.5500
		2-Hop:  0.2823
		3-Hop:  0.4495

Score for iteration 11800
Answer Metrics
	Hits@1:  0.8341
	Hits@3:  0.9004
	Hits@5:  0.9137
	Hits@10:  0.9314
	Hits@20:  0.9458
	MRR:  0.8716
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9301
	2-Hop
		Hits@1:  0.8627
		MRR:  0.9020
	3-Hop
		Hits@1:  0.7186
		MRR:  0.7607
Valid Action Count at Each Step
	Overall Average: 55.1388
		Step 1: 19.4834
		Step 2: 56.5314
		Step 3: 59.3638
		Step 4: 85.1766
Entropy Metrics
	Question Entropy:  0.0289
	Path Entropy:  0.1155
		Step 1:  0.0147
		Step 2:  0.0104
		Step 3:  0.0292
		Step 4:  0.0612
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4096
	Restart Rate:  0.0000
	No-Op Rate:  0.4096
	Cycle Rate:  0.0314
	Backtrack Rate:  0.0000
	Unique Edges:  2.3341
	Redundancy:  0.0069
	Avg Segment Hops:  2.3617
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8599
	Precision:  0.0498
	F1 Score:  0.0870
Relation-Set Overlap Metrics
	Recall:  0.6739
	Precision:  0.7495
	F1 Score:  0.6998
Relation Edit Distance Metrics:
	Overall Average:  0.3494
		4-Hop:  0.4784
		2-Hop:  0.2727
		3-Hop:  0.4080

Score for iteration 11900
Answer Metrics
	Hits@1:  0.8230
	Hits@3:  0.8894
	Hits@5:  0.9104
	Hits@10:  0.9303
	Hits@20:  0.9369
	MRR:  0.8622
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9333
	2-Hop
		Hits@1:  0.8627
		MRR:  0.9042
	3-Hop
		Hits@1:  0.6710
		MRR:  0.7166
Valid Action Count at Each Step
	Overall Average: 58.5961
		Step 1: 19.4834
		Step 2: 56.1488
		Step 3: 60.5439
		Step 4: 98.2084
Entropy Metrics
	Question Entropy:  0.0267
	Path Entropy:  0.1070
		Step 1:  0.0178
		Step 2:  0.0088
		Step 3:  0.0197
		Step 4:  0.0607
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4220
	Restart Rate:  0.0000
	No-Op Rate:  0.4220
	Cycle Rate:  0.0351
	Backtrack Rate:  0.0000
	Unique Edges:  2.2799
	Redundancy:  0.0113
	Avg Segment Hops:  2.3119
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8348
	Precision:  0.0493
	F1 Score:  0.0847
Relation-Set Overlap Metrics
	Recall:  0.6621
	Precision:  0.7467
	F1 Score:  0.6906
Relation Edit Distance Metrics:
	Overall Average:  0.3626
		4-Hop:  0.5270
		2-Hop:  0.2702
		3-Hop:  0.4260

Score for iteration 12000
Answer Metrics
	Hits@1:  0.8363
	Hits@3:  0.8949
	Hits@5:  0.9082
	Hits@10:  0.9248
	Hits@20:  0.9392
	MRR:  0.8696
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9312
	2-Hop
		Hits@1:  0.8791
		MRR:  0.9135
	3-Hop
		Hits@1:  0.6840
		MRR:  0.7276
Valid Action Count at Each Step
	Overall Average: 51.3127
		Step 1: 19.4834
		Step 2: 50.9266
		Step 3: 49.9557
		Step 4: 84.8850
Entropy Metrics
	Question Entropy:  0.0270
	Path Entropy:  0.1081
		Step 1:  0.0154
		Step 2:  0.0105
		Step 3:  0.0257
		Step 4:  0.0565
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4331
	Restart Rate:  0.0000
	No-Op Rate:  0.4331
	Cycle Rate:  0.0203
	Backtrack Rate:  0.0000
	Unique Edges:  2.2566
	Redundancy:  0.0061
	Avg Segment Hops:  2.2677
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8523
	Precision:  0.0471
	F1 Score:  0.0820
Relation-Set Overlap Metrics
	Recall:  0.6750
	Precision:  0.7661
	F1 Score:  0.7070
Relation Edit Distance Metrics:
	Overall Average:  0.3409
		4-Hop:  0.4932
		2-Hop:  0.2493
		3-Hop:  0.4123

Score for iteration 12100
Answer Metrics
	Hits@1:  0.8429
	Hits@3:  0.9015
	Hits@5:  0.9204
	Hits@10:  0.9347
	Hits@20:  0.9425
	MRR:  0.8772
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9343
	2-Hop
		Hits@1:  0.8832
		MRR:  0.9171
	3-Hop
		Hits@1:  0.7013
		MRR:  0.7472
Valid Action Count at Each Step
	Overall Average: 52.6148
		Step 1: 19.4834
		Step 2: 54.4943
		Step 3: 56.2544
		Step 4: 80.2270
Entropy Metrics
	Question Entropy:  0.0285
	Path Entropy:  0.1139
		Step 1:  0.0173
		Step 2:  0.0138
		Step 3:  0.0298
		Step 4:  0.0530
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4267
	Restart Rate:  0.0000
	No-Op Rate:  0.4267
	Cycle Rate:  0.0303
	Backtrack Rate:  0.0000
	Unique Edges:  2.2655
	Redundancy:  0.0081
	Avg Segment Hops:  2.2931
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8356
	Precision:  0.0490
	F1 Score:  0.0853
Relation-Set Overlap Metrics
	Recall:  0.6597
	Precision:  0.7457
	F1 Score:  0.6890
Relation Edit Distance Metrics:
	Overall Average:  0.3594
		4-Hop:  0.5338
		2-Hop:  0.2650
		3-Hop:  0.4192

Score for iteration 12200
Answer Metrics
	Hits@1:  0.8374
	Hits@3:  0.8949
	Hits@5:  0.9137
	Hits@10:  0.9303
	Hits@20:  0.9458
	MRR:  0.8720
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9392
	2-Hop
		Hits@1:  0.8791
		MRR:  0.9125
	3-Hop
		Hits@1:  0.6797
		MRR:  0.7328
Valid Action Count at Each Step
	Overall Average: 51.2816
		Step 1: 19.4834
		Step 2: 52.9727
		Step 3: 54.4131
		Step 4: 78.2573
Entropy Metrics
	Question Entropy:  0.0271
	Path Entropy:  0.1082
		Step 1:  0.0180
		Step 2:  0.0144
		Step 3:  0.0291
		Step 4:  0.0467
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4356
	Restart Rate:  0.0000
	No-Op Rate:  0.4356
	Cycle Rate:  0.0269
	Backtrack Rate:  0.0000
	Unique Edges:  2.2356
	Redundancy:  0.0068
	Avg Segment Hops:  2.2577
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8501
	Precision:  0.0508
	F1 Score:  0.0882
Relation-Set Overlap Metrics
	Recall:  0.6467
	Precision:  0.7317
	F1 Score:  0.6754
Relation Edit Distance Metrics:
	Overall Average:  0.3713
		4-Hop:  0.5486
		2-Hop:  0.2657
		3-Hop:  0.4524

Score for iteration 12300
Answer Metrics
	Hits@1:  0.8064
	Hits@3:  0.8872
	Hits@5:  0.9115
	Hits@10:  0.9259
	Hits@20:  0.9392
	MRR:  0.8521
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9282
	2-Hop
		Hits@1:  0.8422
		MRR:  0.8868
	3-Hop
		Hits@1:  0.6580
		MRR:  0.7180
Valid Action Count at Each Step
	Overall Average: 63.8057
		Step 1: 19.4834
		Step 2: 73.2396
		Step 3: 73.9723
		Step 4: 88.5275
Entropy Metrics
	Question Entropy:  0.0279
	Path Entropy:  0.1115
		Step 1:  0.0141
		Step 2:  0.0212
		Step 3:  0.0229
		Step 4:  0.0533
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4179
	Restart Rate:  0.0000
	No-Op Rate:  0.4179
	Cycle Rate:  0.0466
	Backtrack Rate:  0.0000
	Unique Edges:  2.2887
	Redundancy:  0.0112
	Avg Segment Hops:  2.3285
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8078
	Precision:  0.0563
	F1 Score:  0.0928
Relation-Set Overlap Metrics
	Recall:  0.6386
	Precision:  0.7196
	F1 Score:  0.6631
Relation Edit Distance Metrics:
	Overall Average:  0.3967
		4-Hop:  0.6135
		2-Hop:  0.2739
		3-Hop:  0.4823

Score for iteration 12400
Answer Metrics
	Hits@1:  0.7666
	Hits@3:  0.8761
	Hits@5:  0.8960
	Hits@10:  0.9137
	Hits@20:  0.9303
	MRR:  0.8257
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9224
	2-Hop
		Hits@1:  0.7807
		MRR:  0.8513
	3-Hop
		Hits@1:  0.6320
		MRR:  0.6943
Valid Action Count at Each Step
	Overall Average: 52.3040
		Step 1: 19.4834
		Step 2: 47.6779
		Step 3: 46.0963
		Step 4: 95.9585
Entropy Metrics
	Question Entropy:  0.0201
	Path Entropy:  0.0803
		Step 1:  0.0176
		Step 2:  0.0093
		Step 3:  0.0164
		Step 4:  0.0371
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4610
	Restart Rate:  0.0000
	No-Op Rate:  0.4610
	Cycle Rate:  0.0246
	Backtrack Rate:  0.0000
	Unique Edges:  2.1338
	Redundancy:  0.0189
	Avg Segment Hops:  2.1560
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8036
	Precision:  0.0477
	F1 Score:  0.0817
Relation-Set Overlap Metrics
	Recall:  0.6172
	Precision:  0.7305
	F1 Score:  0.6551
Relation Edit Distance Metrics:
	Overall Average:  0.4034
		4-Hop:  0.5459
		2-Hop:  0.3238
		3-Hop:  0.4574

Score for iteration 12500
Answer Metrics
	Hits@1:  0.8108
	Hits@3:  0.8927
	Hits@5:  0.9071
	Hits@10:  0.9292
	Hits@20:  0.9414
	MRR:  0.8563
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9364
	2-Hop
		Hits@1:  0.8402
		MRR:  0.8859
	3-Hop
		Hits@1:  0.6667
		MRR:  0.7296
Valid Action Count at Each Step
	Overall Average: 50.3747
		Step 1: 19.4834
		Step 2: 50.6767
		Step 3: 48.1809
		Step 4: 83.1577
Entropy Metrics
	Question Entropy:  0.0229
	Path Entropy:  0.0914
		Step 1:  0.0121
		Step 2:  0.0151
		Step 3:  0.0198
		Step 4:  0.0444
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4361
	Restart Rate:  0.0000
	No-Op Rate:  0.4361
	Cycle Rate:  0.0256
	Backtrack Rate:  0.0000
	Unique Edges:  2.2301
	Redundancy:  0.0097
	Avg Segment Hops:  2.2555
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8371
	Precision:  0.0496
	F1 Score:  0.0868
Relation-Set Overlap Metrics
	Recall:  0.6387
	Precision:  0.7287
	F1 Score:  0.6692
Relation Edit Distance Metrics:
	Overall Average:  0.3822
		4-Hop:  0.5189
		2-Hop:  0.2947
		3-Hop:  0.4574

Score for iteration 12600
Answer Metrics
	Hits@1:  0.8175
	Hits@3:  0.8850
	Hits@5:  0.9104
	Hits@10:  0.9281
	Hits@20:  0.9381
	MRR:  0.8576
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9358
	2-Hop
		Hits@1:  0.8504
		MRR:  0.8927
	3-Hop
		Hits@1:  0.6667
		MRR:  0.7208
Valid Action Count at Each Step
	Overall Average: 58.7862
		Step 1: 19.4834
		Step 2: 58.7776
		Step 3: 64.0938
		Step 4: 92.7900
Entropy Metrics
	Question Entropy:  0.0256
	Path Entropy:  0.1026
		Step 1:  0.0151
		Step 2:  0.0119
		Step 3:  0.0266
		Step 4:  0.0489
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4184
	Restart Rate:  0.0000
	No-Op Rate:  0.4184
	Cycle Rate:  0.0289
	Backtrack Rate:  0.0000
	Unique Edges:  2.2965
	Redundancy:  0.0097
	Avg Segment Hops:  2.3263
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8208
	Precision:  0.0522
	F1 Score:  0.0899
Relation-Set Overlap Metrics
	Recall:  0.6675
	Precision:  0.7441
	F1 Score:  0.6926
Relation Edit Distance Metrics:
	Overall Average:  0.3595
		4-Hop:  0.4932
		2-Hop:  0.2703
		3-Hop:  0.4408

Score for iteration 12700
Answer Metrics
	Hits@1:  0.7577
	Hits@3:  0.8772
	Hits@5:  0.9015
	Hits@10:  0.9292
	Hits@20:  0.9447
	MRR:  0.8220
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8595
		MRR:  0.9091
	2-Hop
		Hits@1:  0.8053
		MRR:  0.8600
	3-Hop
		Hits@1:  0.5758
		MRR:  0.6718
Valid Action Count at Each Step
	Overall Average: 51.1181
		Step 1: 19.4834
		Step 2: 59.9422
		Step 3: 55.8832
		Step 4: 69.1638
Entropy Metrics
	Question Entropy:  0.0247
	Path Entropy:  0.0990
		Step 1:  0.0159
		Step 2:  0.0139
		Step 3:  0.0304
		Step 4:  0.0388
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4342
	Restart Rate:  0.0000
	No-Op Rate:  0.4342
	Cycle Rate:  0.0111
	Backtrack Rate:  0.0000
	Unique Edges:  2.2544
	Redundancy:  0.0033
	Avg Segment Hops:  2.2633
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8356
	Precision:  0.0479
	F1 Score:  0.0837
Relation-Set Overlap Metrics
	Recall:  0.6308
	Precision:  0.7126
	F1 Score:  0.6587
Relation Edit Distance Metrics:
	Overall Average:  0.3901
		4-Hop:  0.5392
		2-Hop:  0.2964
		3-Hop:  0.4686

Score for iteration 12800
Answer Metrics
	Hits@1:  0.8285
	Hits@3:  0.9038
	Hits@5:  0.9192
	Hits@10:  0.9358
	Hits@20:  0.9469
	MRR:  0.8688
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9351
		MRR:  0.9515
	2-Hop
		Hits@1:  0.8627
		MRR:  0.9046
	3-Hop
		Hits@1:  0.6710
		MRR:  0.7270
Valid Action Count at Each Step
	Overall Average: 57.7237
		Step 1: 19.4834
		Step 2: 65.1729
		Step 3: 66.5549
		Step 4: 79.6834
Entropy Metrics
	Question Entropy:  0.0227
	Path Entropy:  0.0907
		Step 1:  0.0180
		Step 2:  0.0099
		Step 3:  0.0284
		Step 4:  0.0344
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4430
	Restart Rate:  0.0000
	No-Op Rate:  0.4430
	Cycle Rate:  0.0184
	Backtrack Rate:  0.0000
	Unique Edges:  2.2201
	Redundancy:  0.0053
	Avg Segment Hops:  2.2279
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8539
	Precision:  0.0545
	F1 Score:  0.0921
Relation-Set Overlap Metrics
	Recall:  0.6410
	Precision:  0.7242
	F1 Score:  0.6681
Relation Edit Distance Metrics:
	Overall Average:  0.3803
		4-Hop:  0.5676
		2-Hop:  0.2678
		3-Hop:  0.4683

Score for iteration 12900
Answer Metrics
	Hits@1:  0.7998
	Hits@3:  0.8850
	Hits@5:  0.9082
	Hits@10:  0.9215
	Hits@20:  0.9381
	MRR:  0.8463
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9354
	2-Hop
		Hits@1:  0.8197
		MRR:  0.8761
	3-Hop
		Hits@1:  0.6623
		MRR:  0.7121
Valid Action Count at Each Step
	Overall Average: 49.5205
		Step 1: 19.4834
		Step 2: 55.0239
		Step 3: 54.1902
		Step 4: 69.3844
Entropy Metrics
	Question Entropy:  0.0221
	Path Entropy:  0.0883
		Step 1:  0.0128
		Step 2:  0.0123
		Step 3:  0.0199
		Step 4:  0.0433
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4596
	Restart Rate:  0.0000
	No-Op Rate:  0.4596
	Cycle Rate:  0.0171
	Backtrack Rate:  0.0000
	Unique Edges:  2.1438
	Redundancy:  0.0078
	Avg Segment Hops:  2.1615
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8326
	Precision:  0.0458
	F1 Score:  0.0796
Relation-Set Overlap Metrics
	Recall:  0.6171
	Precision:  0.7186
	F1 Score:  0.6516
Relation Edit Distance Metrics:
	Overall Average:  0.3972
		4-Hop:  0.5743
		2-Hop:  0.2951
		3-Hop:  0.4711

Score for iteration 13000
Answer Metrics
	Hits@1:  0.7909
	Hits@3:  0.8761
	Hits@5:  0.8971
	Hits@10:  0.9126
	Hits@20:  0.9303
	MRR:  0.8381
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9377
	2-Hop
		Hits@1:  0.7992
		MRR:  0.8571
	3-Hop
		Hits@1:  0.6710
		MRR:  0.7180
Valid Action Count at Each Step
	Overall Average: 53.1798
		Step 1: 19.4834
		Step 2: 60.5665
		Step 3: 61.0474
		Step 4: 71.6218
Entropy Metrics
	Question Entropy:  0.0270
	Path Entropy:  0.1080
		Step 1:  0.0139
		Step 2:  0.0189
		Step 3:  0.0300
		Step 4:  0.0452
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4419
	Restart Rate:  0.0000
	No-Op Rate:  0.4419
	Cycle Rate:  0.0189
	Backtrack Rate:  0.0000
	Unique Edges:  2.2157
	Redundancy:  0.0053
	Avg Segment Hops:  2.2323
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8222
	Precision:  0.0471
	F1 Score:  0.0815
Relation-Set Overlap Metrics
	Recall:  0.6206
	Precision:  0.6975
	F1 Score:  0.6454
Relation Edit Distance Metrics:
	Overall Average:  0.4043
		4-Hop:  0.5527
		2-Hop:  0.3262
		3-Hop:  0.4506

Score for iteration 13100
Answer Metrics
	Hits@1:  0.8230
	Hits@3:  0.8938
	Hits@5:  0.9082
	Hits@10:  0.9215
	Hits@20:  0.9347
	MRR:  0.8622
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9405
		MRR:  0.9487
	2-Hop
		Hits@1:  0.8381
		MRR:  0.8882
	3-Hop
		Hits@1:  0.6970
		MRR:  0.7378
Valid Action Count at Each Step
	Overall Average: 53.0531
		Step 1: 19.4834
		Step 2: 55.0014
		Step 3: 61.5173
		Step 4: 76.2104
Entropy Metrics
	Question Entropy:  0.0237
	Path Entropy:  0.0950
		Step 1:  0.0136
		Step 2:  0.0131
		Step 3:  0.0262
		Step 4:  0.0421
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4452
	Restart Rate:  0.0000
	No-Op Rate:  0.4452
	Cycle Rate:  0.0149
	Backtrack Rate:  0.0000
	Unique Edges:  2.2058
	Redundancy:  0.0055
	Avg Segment Hops:  2.2190
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8432
	Precision:  0.0471
	F1 Score:  0.0819
Relation-Set Overlap Metrics
	Recall:  0.6453
	Precision:  0.7399
	F1 Score:  0.6773
Relation Edit Distance Metrics:
	Overall Average:  0.3731
		4-Hop:  0.5162
		2-Hop:  0.2917
		3-Hop:  0.4304

Score for iteration 13200
Answer Metrics
	Hits@1:  0.8319
	Hits@3:  0.9004
	Hits@5:  0.9148
	Hits@10:  0.9314
	Hits@20:  0.9436
	MRR:  0.8695
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9351
		MRR:  0.9503
	2-Hop
		Hits@1:  0.8504
		MRR:  0.8957
	3-Hop
		Hits@1:  0.7100
		MRR:  0.7495
Valid Action Count at Each Step
	Overall Average: 55.9183
		Step 1: 19.4834
		Step 2: 63.4825
		Step 3: 64.7111
		Step 4: 75.9963
Entropy Metrics
	Question Entropy:  0.0185
	Path Entropy:  0.0742
		Step 1:  0.0080
		Step 2:  0.0139
		Step 3:  0.0199
		Step 4:  0.0323
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4428
	Restart Rate:  0.0000
	No-Op Rate:  0.4428
	Cycle Rate:  0.0266
	Backtrack Rate:  0.0000
	Unique Edges:  2.1980
	Redundancy:  0.0146
	Avg Segment Hops:  2.2290
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8351
	Precision:  0.0518
	F1 Score:  0.0883
Relation-Set Overlap Metrics
	Recall:  0.6215
	Precision:  0.7040
	F1 Score:  0.6486
Relation Edit Distance Metrics:
	Overall Average:  0.4033
		4-Hop:  0.5608
		2-Hop:  0.3135
		3-Hop:  0.4668

Score for iteration 13300
Answer Metrics
	Hits@1:  0.8064
	Hits@3:  0.8938
	Hits@5:  0.9137
	Hits@10:  0.9392
	Hits@20:  0.9502
	MRR:  0.8551
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9350
	2-Hop
		Hits@1:  0.8074
		MRR:  0.8720
	3-Hop
		Hits@1:  0.7186
		MRR:  0.7553
Valid Action Count at Each Step
	Overall Average: 66.7426
		Step 1: 19.4834
		Step 2: 81.8052
		Step 3: 77.9757
		Step 4: 87.7061
Entropy Metrics
	Question Entropy:  0.0216
	Path Entropy:  0.0865
		Step 1:  0.0068
		Step 2:  0.0155
		Step 3:  0.0292
		Step 4:  0.0350
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4049
	Restart Rate:  0.0000
	No-Op Rate:  0.4049
	Cycle Rate:  0.0499
	Backtrack Rate:  0.0000
	Unique Edges:  2.3219
	Redundancy:  0.0182
	Avg Segment Hops:  2.3805
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8349
	Precision:  0.0612
	F1 Score:  0.0986
Relation-Set Overlap Metrics
	Recall:  0.6291
	Precision:  0.6936
	F1 Score:  0.6471
Relation Edit Distance Metrics:
	Overall Average:  0.4110
		4-Hop:  0.5986
		2-Hop:  0.3081
		3-Hop:  0.4784

Score for iteration 13400
Answer Metrics
	Hits@1:  0.8186
	Hits@3:  0.9027
	Hits@5:  0.9192
	Hits@10:  0.9347
	Hits@20:  0.9447
	MRR:  0.8629
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8703
		MRR:  0.9183
	2-Hop
		Hits@1:  0.8648
		MRR:  0.9067
	3-Hop
		Hits@1:  0.6797
		MRR:  0.7260
Valid Action Count at Each Step
	Overall Average: 60.0356
		Step 1: 19.4834
		Step 2: 74.7718
		Step 3: 70.3296
		Step 4: 75.5577
Entropy Metrics
	Question Entropy:  0.0211
	Path Entropy:  0.0843
		Step 1:  0.0150
		Step 2:  0.0153
		Step 3:  0.0218
		Step 4:  0.0323
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4602
	Restart Rate:  0.0000
	No-Op Rate:  0.4602
	Cycle Rate:  0.0274
	Backtrack Rate:  0.0000
	Unique Edges:  2.1139
	Redundancy:  0.0194
	Avg Segment Hops:  2.1593
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8630
	Precision:  0.0589
	F1 Score:  0.0960
Relation-Set Overlap Metrics
	Recall:  0.6096
	Precision:  0.6952
	F1 Score:  0.6387
Relation Edit Distance Metrics:
	Overall Average:  0.4067
		4-Hop:  0.6189
		2-Hop:  0.2853
		3-Hop:  0.4931

Score for iteration 13500
Answer Metrics
	Hits@1:  0.8086
	Hits@3:  0.9015
	Hits@5:  0.9181
	Hits@10:  0.9381
	Hits@20:  0.9469
	MRR:  0.8577
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9392
	2-Hop
		Hits@1:  0.8504
		MRR:  0.8990
	3-Hop
		Hits@1:  0.6407
		MRR:  0.7052
Valid Action Count at Each Step
	Overall Average: 56.7522
		Step 1: 19.4834
		Step 2: 68.8962
		Step 3: 66.1681
		Step 4: 72.4611
Entropy Metrics
	Question Entropy:  0.0199
	Path Entropy:  0.0797
		Step 1:  0.0189
		Step 2:  0.0125
		Step 3:  0.0177
		Step 4:  0.0306
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4712
	Restart Rate:  0.0000
	No-Op Rate:  0.4712
	Cycle Rate:  0.0090
	Backtrack Rate:  0.0000
	Unique Edges:  2.1062
	Redundancy:  0.0078
	Avg Segment Hops:  2.1150
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8769
	Precision:  0.0570
	F1 Score:  0.0940
Relation-Set Overlap Metrics
	Recall:  0.6151
	Precision:  0.7151
	F1 Score:  0.6496
Relation Edit Distance Metrics:
	Overall Average:  0.3968
		4-Hop:  0.6014
		2-Hop:  0.2799
		3-Hop:  0.4798

Score for iteration 13600
Answer Metrics
	Hits@1:  0.7942
	Hits@3:  0.8794
	Hits@5:  0.8993
	Hits@10:  0.9181
	Hits@20:  0.9347
	MRR:  0.8412
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9192
	2-Hop
		Hits@1:  0.8361
		MRR:  0.8864
	3-Hop
		Hits@1:  0.6277
		MRR:  0.6832
Valid Action Count at Each Step
	Overall Average: 51.8701
		Step 1: 19.4834
		Step 2: 57.3615
		Step 3: 54.0071
		Step 4: 76.6285
Entropy Metrics
	Question Entropy:  0.0195
	Path Entropy:  0.0781
		Step 1:  0.0125
		Step 2:  0.0079
		Step 3:  0.0219
		Step 4:  0.0358
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4862
	Restart Rate:  0.0000
	No-Op Rate:  0.4862
	Cycle Rate:  0.0025
	Backtrack Rate:  0.0000
	Unique Edges:  2.0531
	Redundancy:  0.0061
	Avg Segment Hops:  2.0553
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8436
	Precision:  0.0499
	F1 Score:  0.0852
Relation-Set Overlap Metrics
	Recall:  0.6155
	Precision:  0.7333
	F1 Score:  0.6562
Relation Edit Distance Metrics:
	Overall Average:  0.3920
		4-Hop:  0.5932
		2-Hop:  0.2787
		3-Hop:  0.4701

Score for iteration 13700
Answer Metrics
	Hits@1:  0.8252
	Hits@3:  0.8993
	Hits@5:  0.9181
	Hits@10:  0.9303
	Hits@20:  0.9403
	MRR:  0.8654
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9428
	2-Hop
		Hits@1:  0.8607
		MRR:  0.9044
	3-Hop
		Hits@1:  0.6710
		MRR:  0.7211
Valid Action Count at Each Step
	Overall Average: 60.3484
		Step 1: 19.4834
		Step 2: 67.7976
		Step 3: 66.2931
		Step 4: 87.8194
Entropy Metrics
	Question Entropy:  0.0161
	Path Entropy:  0.0642
		Step 1:  0.0113
		Step 2:  0.0065
		Step 3:  0.0145
		Step 4:  0.0319
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4751
	Restart Rate:  0.0000
	No-Op Rate:  0.4751
	Cycle Rate:  0.0033
	Backtrack Rate:  0.0000
	Unique Edges:  2.0985
	Redundancy:  0.0037
	Avg Segment Hops:  2.0996
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8640
	Precision:  0.0527
	F1 Score:  0.0890
Relation-Set Overlap Metrics
	Recall:  0.6089
	Precision:  0.7057
	F1 Score:  0.6427
Relation Edit Distance Metrics:
	Overall Average:  0.4004
		4-Hop:  0.6014
		2-Hop:  0.2879
		3-Hop:  0.4773

Score for iteration 13800
Answer Metrics
	Hits@1:  0.7998
	Hits@3:  0.8982
	Hits@5:  0.9215
	Hits@10:  0.9336
	Hits@20:  0.9469
	MRR:  0.8523
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8216
		MRR:  0.8822
	2-Hop
		Hits@1:  0.8607
		MRR:  0.9051
	3-Hop
		Hits@1:  0.6537
		MRR:  0.7169
Valid Action Count at Each Step
	Overall Average: 60.4798
		Step 1: 19.4834
		Step 2: 64.1347
		Step 3: 64.8160
		Step 4: 93.4850
Entropy Metrics
	Question Entropy:  0.0158
	Path Entropy:  0.0633
		Step 1:  0.0090
		Step 2:  0.0076
		Step 3:  0.0168
		Step 4:  0.0298
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4851
	Restart Rate:  0.0000
	No-Op Rate:  0.4851
	Cycle Rate:  0.0022
	Backtrack Rate:  0.0000
	Unique Edges:  2.0586
	Redundancy:  0.0037
	Avg Segment Hops:  2.0597
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8324
	Precision:  0.0507
	F1 Score:  0.0842
Relation-Set Overlap Metrics
	Recall:  0.6104
	Precision:  0.7063
	F1 Score:  0.6441
Relation Edit Distance Metrics:
	Overall Average:  0.3969
		4-Hop:  0.6270
		2-Hop:  0.2678
		3-Hop:  0.4856

Score for iteration 13900
Answer Metrics
	Hits@1:  0.8031
	Hits@3:  0.8927
	Hits@5:  0.9181
	Hits@10:  0.9347
	Hits@20:  0.9458
	MRR:  0.8532
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9366
	2-Hop
		Hits@1:  0.8258
		MRR:  0.8826
	3-Hop
		Hits@1:  0.6710
		MRR:  0.7240
Valid Action Count at Each Step
	Overall Average: 66.6114
		Step 1: 19.4834
		Step 2: 76.7542
		Step 3: 78.1701
		Step 4: 92.0381
Entropy Metrics
	Question Entropy:  0.0185
	Path Entropy:  0.0739
		Step 1:  0.0138
		Step 2:  0.0093
		Step 3:  0.0174
		Step 4:  0.0335
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4505
	Restart Rate:  0.0000
	No-Op Rate:  0.4505
	Cycle Rate:  0.0159
	Backtrack Rate:  0.0000
	Unique Edges:  2.1858
	Redundancy:  0.0053
	Avg Segment Hops:  2.1980
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8349
	Precision:  0.0523
	F1 Score:  0.0868
Relation-Set Overlap Metrics
	Recall:  0.6120
	Precision:  0.6881
	F1 Score:  0.6360
Relation Edit Distance Metrics:
	Overall Average:  0.4110
		4-Hop:  0.6041
		2-Hop:  0.2964
		3-Hop:  0.4986

Score for iteration 14000
Answer Metrics
	Hits@1:  0.7942
	Hits@3:  0.8794
	Hits@5:  0.8982
	Hits@10:  0.9259
	Hits@20:  0.9403
	MRR:  0.8410
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8649
		MRR:  0.8994
	2-Hop
		Hits@1:  0.8381
		MRR:  0.8864
	3-Hop
		Hits@1:  0.6450
		MRR:  0.6982
Valid Action Count at Each Step
	Overall Average: 54.7297
		Step 1: 19.4834
		Step 2: 52.6982
		Step 3: 62.0265
		Step 4: 84.7107
Entropy Metrics
	Question Entropy:  0.0199
	Path Entropy:  0.0796
		Step 1:  0.0100
		Step 2:  0.0086
		Step 3:  0.0212
		Step 4:  0.0399
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4378
	Restart Rate:  0.0000
	No-Op Rate:  0.4378
	Cycle Rate:  0.0099
	Backtrack Rate:  0.0000
	Unique Edges:  2.2434
	Redundancy:  0.0025
	Avg Segment Hops:  2.2489
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8523
	Precision:  0.0516
	F1 Score:  0.0840
Relation-Set Overlap Metrics
	Recall:  0.6430
	Precision:  0.7199
	F1 Score:  0.6689
Relation Edit Distance Metrics:
	Overall Average:  0.3767
		4-Hop:  0.5216
		2-Hop:  0.2930
		3-Hop:  0.4372

Score for iteration 14100
Answer Metrics
	Hits@1:  0.7743
	Hits@3:  0.8573
	Hits@5:  0.8838
	Hits@10:  0.9115
	Hits@20:  0.9270
	MRR:  0.8224
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7568
		MRR:  0.8117
	2-Hop
		Hits@1:  0.8545
		MRR:  0.8964
	3-Hop
		Hits@1:  0.6190
		MRR:  0.6745
Valid Action Count at Each Step
	Overall Average: 51.0433
		Step 1: 19.4834
		Step 2: 39.6277
		Step 3: 51.7363
		Step 4: 93.3258
Entropy Metrics
	Question Entropy:  0.0206
	Path Entropy:  0.0822
		Step 1:  0.0113
		Step 2:  0.0063
		Step 3:  0.0228
		Step 4:  0.0418
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4793
	Restart Rate:  0.0000
	No-Op Rate:  0.4793
	Cycle Rate:  0.0024
	Backtrack Rate:  0.0000
	Unique Edges:  2.0830
	Redundancy:  0.0011
	Avg Segment Hops:  2.0830
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8360
	Precision:  0.0415
	F1 Score:  0.0725
Relation-Set Overlap Metrics
	Recall:  0.6130
	Precision:  0.7157
	F1 Score:  0.6496
Relation Edit Distance Metrics:
	Overall Average:  0.3928
		4-Hop:  0.5432
		2-Hop:  0.2917
		3-Hop:  0.4859

Score for iteration 14200
Answer Metrics
	Hits@1:  0.8330
	Hits@3:  0.8949
	Hits@5:  0.9181
	Hits@10:  0.9347
	Hits@20:  0.9469
	MRR:  0.8699
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9365
	2-Hop
		Hits@1:  0.8730
		MRR:  0.9092
	3-Hop
		Hits@1:  0.6840
		MRR:  0.7336
Valid Action Count at Each Step
	Overall Average: 56.2965
		Step 1: 19.4834
		Step 2: 51.5515
		Step 3: 71.1009
		Step 4: 83.0503
Entropy Metrics
	Question Entropy:  0.0199
	Path Entropy:  0.0796
		Step 1:  0.0051
		Step 2:  0.0083
		Step 3:  0.0201
		Step 4:  0.0461
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4405
	Restart Rate:  0.0000
	No-Op Rate:  0.4405
	Cycle Rate:  0.0152
	Backtrack Rate:  0.0000
	Unique Edges:  2.2301
	Redundancy:  0.0019
	Avg Segment Hops:  2.2378
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8820
	Precision:  0.0468
	F1 Score:  0.0808
Relation-Set Overlap Metrics
	Recall:  0.6409
	Precision:  0.7217
	F1 Score:  0.6681
Relation Edit Distance Metrics:
	Overall Average:  0.3782
		4-Hop:  0.5297
		2-Hop:  0.2807
		3-Hop:  0.4628

Score for iteration 14300
Answer Metrics
	Hits@1:  0.8075
	Hits@3:  0.8883
	Hits@5:  0.9126
	Hits@10:  0.9281
	Hits@20:  0.9458
	MRR:  0.8525
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8486
		MRR:  0.8845
	2-Hop
		Hits@1:  0.8627
		MRR:  0.9009
	3-Hop
		Hits@1:  0.6580
		MRR:  0.7245
Valid Action Count at Each Step
	Overall Average: 57.9534
		Step 1: 19.4834
		Step 2: 52.5264
		Step 3: 66.5123
		Step 4: 93.2913
Entropy Metrics
	Question Entropy:  0.0197
	Path Entropy:  0.0787
		Step 1:  0.0127
		Step 2:  0.0083
		Step 3:  0.0174
		Step 4:  0.0403
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4472
	Restart Rate:  0.0000
	No-Op Rate:  0.4472
	Cycle Rate:  0.0122
	Backtrack Rate:  0.0000
	Unique Edges:  2.2024
	Redundancy:  0.0023
	Avg Segment Hops:  2.2113
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8734
	Precision:  0.0531
	F1 Score:  0.0839
Relation-Set Overlap Metrics
	Recall:  0.6466
	Precision:  0.7305
	F1 Score:  0.6751
Relation Edit Distance Metrics:
	Overall Average:  0.3712
		4-Hop:  0.5297
		2-Hop:  0.2684
		3-Hop:  0.4614

Score for iteration 14400
Answer Metrics
	Hits@1:  0.8131
	Hits@3:  0.8916
	Hits@5:  0.9181
	Hits@10:  0.9425
	Hits@20:  0.9602
	MRR:  0.8600
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9425
	2-Hop
		Hits@1:  0.8484
		MRR:  0.8925
	3-Hop
		Hits@1:  0.6580
		MRR:  0.7252
Valid Action Count at Each Step
	Overall Average: 74.7983
		Step 1: 19.4834
		Step 2: 80.1032
		Step 3: 95.8319
		Step 4: 103.7747
Entropy Metrics
	Question Entropy:  0.0166
	Path Entropy:  0.0665
		Step 1:  0.0077
		Step 2:  0.0110
		Step 3:  0.0171
		Step 4:  0.0308
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4267
	Restart Rate:  0.0000
	No-Op Rate:  0.4267
	Cycle Rate:  0.0262
	Backtrack Rate:  0.0000
	Unique Edges:  2.2765
	Redundancy:  0.0053
	Avg Segment Hops:  2.2931
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8718
	Precision:  0.0521
	F1 Score:  0.0867
Relation-Set Overlap Metrics
	Recall:  0.6140
	Precision:  0.6744
	F1 Score:  0.6308
Relation Edit Distance Metrics:
	Overall Average:  0.4181
		4-Hop:  0.5878
		2-Hop:  0.2997
		3-Hop:  0.5325

Score for iteration 14500
Answer Metrics
	Hits@1:  0.7954
	Hits@3:  0.8805
	Hits@5:  0.9004
	Hits@10:  0.9192
	Hits@20:  0.9392
	MRR:  0.8436
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9350
	2-Hop
		Hits@1:  0.8053
		MRR:  0.8614
	3-Hop
		Hits@1:  0.6840
		MRR:  0.7329
Valid Action Count at Each Step
	Overall Average: 68.6052
		Step 1: 19.4834
		Step 2: 62.8568
		Step 3: 87.5528
		Step 4: 104.5276
Entropy Metrics
	Question Entropy:  0.0155
	Path Entropy:  0.0620
		Step 1:  0.0077
		Step 2:  0.0102
		Step 3:  0.0133
		Step 4:  0.0309
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4530
	Restart Rate:  0.0000
	No-Op Rate:  0.4530
	Cycle Rate:  0.0205
	Backtrack Rate:  0.0000
	Unique Edges:  2.1759
	Redundancy:  0.0153
	Avg Segment Hops:  2.1881
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8541
	Precision:  0.0472
	F1 Score:  0.0816
Relation-Set Overlap Metrics
	Recall:  0.6201
	Precision:  0.7138
	F1 Score:  0.6504
Relation Edit Distance Metrics:
	Overall Average:  0.4006
		4-Hop:  0.5365
		2-Hop:  0.3204
		3-Hop:  0.4614

Score for iteration 14600
Answer Metrics
	Hits@1:  0.8274
	Hits@3:  0.9093
	Hits@5:  0.9248
	Hits@10:  0.9436
	Hits@20:  0.9558
	MRR:  0.8718
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9330
	2-Hop
		Hits@1:  0.8586
		MRR:  0.9036
	3-Hop
		Hits@1:  0.6970
		MRR:  0.7558
Valid Action Count at Each Step
	Overall Average: 62.9288
		Step 1: 19.4834
		Step 2: 60.0269
		Step 3: 80.7981
		Step 4: 91.4067
Entropy Metrics
	Question Entropy:  0.0176
	Path Entropy:  0.0704
		Step 1:  0.0081
		Step 2:  0.0099
		Step 3:  0.0155
		Step 4:  0.0369
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4306
	Restart Rate:  0.0000
	No-Op Rate:  0.4306
	Cycle Rate:  0.0212
	Backtrack Rate:  0.0000
	Unique Edges:  2.2622
	Redundancy:  0.0062
	Avg Segment Hops:  2.2777
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8818
	Precision:  0.0478
	F1 Score:  0.0825
Relation-Set Overlap Metrics
	Recall:  0.6304
	Precision:  0.7068
	F1 Score:  0.6547
Relation Edit Distance Metrics:
	Overall Average:  0.3941
		4-Hop:  0.5500
		2-Hop:  0.3079
		3-Hop:  0.4513

Score for iteration 14700
Answer Metrics
	Hits@1:  0.8263
	Hits@3:  0.9049
	Hits@5:  0.9215
	Hits@10:  0.9336
	Hits@20:  0.9491
	MRR:  0.8684
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9262
	2-Hop
		Hits@1:  0.8648
		MRR:  0.9036
	3-Hop
		Hits@1:  0.6840
		MRR:  0.7476
Valid Action Count at Each Step
	Overall Average: 67.7387
		Step 1: 19.4834
		Step 2: 63.6528
		Step 3: 85.6710
		Step 4: 102.1474
Entropy Metrics
	Question Entropy:  0.0160
	Path Entropy:  0.0641
		Step 1:  0.0095
		Step 2:  0.0060
		Step 3:  0.0179
		Step 4:  0.0306
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4179
	Restart Rate:  0.0000
	No-Op Rate:  0.4179
	Cycle Rate:  0.0309
	Backtrack Rate:  0.0000
	Unique Edges:  2.3086
	Redundancy:  0.0062
	Avg Segment Hops:  2.3285
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8516
	Precision:  0.0482
	F1 Score:  0.0825
Relation-Set Overlap Metrics
	Recall:  0.6421
	Precision:  0.7109
	F1 Score:  0.6629
Relation Edit Distance Metrics:
	Overall Average:  0.3869
		4-Hop:  0.5432
		2-Hop:  0.3012
		3-Hop:  0.4426

Score for iteration 14800
Answer Metrics
	Hits@1:  0.7965
	Hits@3:  0.8883
	Hits@5:  0.9082
	Hits@10:  0.9259
	Hits@20:  0.9347
	MRR:  0.8456
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7892
		MRR:  0.8370
	2-Hop
		Hits@1:  0.8586
		MRR:  0.9054
	3-Hop
		Hits@1:  0.6710
		MRR:  0.7260
Valid Action Count at Each Step
	Overall Average: 68.3852
		Step 1: 19.4834
		Step 2: 65.5514
		Step 3: 87.0144
		Step 4: 101.4915
Entropy Metrics
	Question Entropy:  0.0186
	Path Entropy:  0.0745
		Step 1:  0.0086
		Step 2:  0.0109
		Step 3:  0.0204
		Step 4:  0.0346
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4267
	Restart Rate:  0.0000
	No-Op Rate:  0.4267
	Cycle Rate:  0.0263
	Backtrack Rate:  0.0000
	Unique Edges:  2.2688
	Redundancy:  0.0076
	Avg Segment Hops:  2.2931
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8505
	Precision:  0.0500
	F1 Score:  0.0842
Relation-Set Overlap Metrics
	Recall:  0.6463
	Precision:  0.7163
	F1 Score:  0.6683
Relation Edit Distance Metrics:
	Overall Average:  0.3789
		4-Hop:  0.5595
		2-Hop:  0.2739
		3-Hop:  0.4560

Score for iteration 14900
Answer Metrics
	Hits@1:  0.7633
	Hits@3:  0.8662
	Hits@5:  0.8883
	Hits@10:  0.9170
	Hits@20:  0.9358
	MRR:  0.8213
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7730
		MRR:  0.8172
	2-Hop
		Hits@1:  0.8217
		MRR:  0.8832
	3-Hop
		Hits@1:  0.6320
		MRR:  0.6938
Valid Action Count at Each Step
	Overall Average: 62.0017
		Step 1: 19.4834
		Step 2: 57.3729
		Step 3: 79.3950
		Step 4: 91.7553
Entropy Metrics
	Question Entropy:  0.0188
	Path Entropy:  0.0753
		Step 1:  0.0071
		Step 2:  0.0091
		Step 3:  0.0185
		Step 4:  0.0406
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4414
	Restart Rate:  0.0000
	No-Op Rate:  0.4414
	Cycle Rate:  0.0121
	Backtrack Rate:  0.0000
	Unique Edges:  2.2235
	Redundancy:  0.0040
	Avg Segment Hops:  2.2345
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8579
	Precision:  0.0493
	F1 Score:  0.0825
Relation-Set Overlap Metrics
	Recall:  0.6432
	Precision:  0.7241
	F1 Score:  0.6710
Relation Edit Distance Metrics:
	Overall Average:  0.3748
		4-Hop:  0.5541
		2-Hop:  0.2741
		3-Hop:  0.4441

Score for iteration 15000
Answer Metrics
	Hits@1:  0.6836
	Hits@3:  0.8374
	Hits@5:  0.8827
	Hits@10:  0.9204
	Hits@20:  0.9336
	MRR:  0.7707
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8216
		MRR:  0.8549
	2-Hop
		Hits@1:  0.6926
		MRR:  0.7954
	3-Hop
		Hits@1:  0.5541
		MRR:  0.6511
Valid Action Count at Each Step
	Overall Average: 67.1410
		Step 1: 19.4834
		Step 2: 68.8782
		Step 3: 92.4625
		Step 4: 87.7399
Entropy Metrics
	Question Entropy:  0.0209
	Path Entropy:  0.0836
		Step 1:  0.0114
		Step 2:  0.0109
		Step 3:  0.0210
		Step 4:  0.0403
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4433
	Restart Rate:  0.0000
	No-Op Rate:  0.4433
	Cycle Rate:  0.0171
	Backtrack Rate:  0.0000
	Unique Edges:  2.2157
	Redundancy:  0.0061
	Avg Segment Hops:  2.2268
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8633
	Precision:  0.0452
	F1 Score:  0.0799
Relation-Set Overlap Metrics
	Recall:  0.5841
	Precision:  0.6596
	F1 Score:  0.6092
Relation Edit Distance Metrics:
	Overall Average:  0.4373
		4-Hop:  0.5405
		2-Hop:  0.3583
		3-Hop:  0.5216

Test (beam) scores with best model from output/mquake_st/ma_qa_nhop_reason_4hop_seed42/model/model.ckpt
Answer Metrics
	Hits@1:  0.8563
	Hits@3:  0.9161
	Hits@5:  0.9310
	Hits@10:  0.9425
	Hits@20:  0.9540
	MRR:  0.8891
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8725
		MRR:  0.9114
	3-Hop
		Hits@1:  0.7607
		MRR:  0.7903
	4-Hop
		Hits@1:  0.9392
		MRR:  0.9609
Valid Action Count at Each Step
	Overall Average: 62.2776
		Step 1: 19.9034
		Step 2: 60.5725
		Step 3: 78.8246
		Step 4: 89.8099
Entropy Metrics
	Question Entropy:  0.0187
	Path Entropy:  0.0747
		Step 1:  0.0065
		Step 2:  0.0092
		Step 3:  0.0200
		Step 4:  0.0390
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4362
	Restart Rate:  0.0000
	No-Op Rate:  0.4362
	Cycle Rate:  0.0237
	Backtrack Rate:  0.0000
	Unique Edges:  2.2414
	Redundancy:  0.0126
	Avg Segment Hops:  2.2552
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8838
	Precision:  0.0486
	F1 Score:  0.0826
Relation-Set Overlap Metrics
	Recall:  0.6179
	Precision:  0.7009
	F1 Score:  0.6449
Relation Edit Distance Metrics:
	Overall Average:  0.4043
		2-Hop:  0.3352
		3-Hop:  0.4135
		4-Hop:  0.5663

