Score for iteration 100
Answer Metrics
	Hits@1:  0.0476
	Hits@3:  0.0752
	Hits@5:  0.0918
	Hits@10:  0.1117
	Hits@20:  0.1405
	MRR:  0.0701
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.0738
		MRR:  0.1021
	3-Hop
		Hits@1:  0.0303
		MRR:  0.0557
Valid Action Count at Each Step
	Overall Average: 27.8318
		Step 1: 19.4834
		Step 2: 20.2995
		Step 3: 43.7200
		Step 4: 27.8243
Entropy Metrics
	Question Entropy:  1.9102
	Path Entropy:  7.6408
		Step 1:  2.3431
		Step 2:  1.7209
		Step 3:  1.9214
		Step 4:  1.6553
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4605
	Restart Rate:  0.0000
	No-Op Rate:  0.4605
	Cycle Rate:  0.0579
	Backtrack Rate:  0.0000
	Unique Edges:  2.0653
	Redundancy:  0.0243
	Avg Segment Hops:  2.1582
Answer(s) Endpoint Coverage Metrics
	Recall:  0.1537
	Precision:  0.0071
	F1 Score:  0.0132
Relation-Set Overlap Metrics
	Recall:  0.0718
	Precision:  0.1187
	F1 Score:  0.0870
Relation Edit Distance Metrics:
	Overall Average:  0.9351
		4-Hop:  0.8838
		2-Hop:  0.9368
		3-Hop:  0.9726

Score for iteration 200
Answer Metrics
	Hits@1:  0.0553
	Hits@3:  0.1018
	Hits@5:  0.1206
	Hits@10:  0.1438
	Hits@20:  0.1770
	MRR:  0.0858
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.0922
		MRR:  0.1362
	3-Hop
		Hits@1:  0.0216
		MRR:  0.0432
Valid Action Count at Each Step
	Overall Average: 14.1511
		Step 1: 19.4834
		Step 2: 11.9854
		Step 3: 13.2574
		Step 4: 11.8781
Entropy Metrics
	Question Entropy:  1.6352
	Path Entropy:  6.5409
		Step 1:  2.4317
		Step 2:  1.6176
		Step 3:  1.3024
		Step 4:  1.1893
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5617
	Restart Rate:  0.0000
	No-Op Rate:  0.5617
	Cycle Rate:  0.0208
	Backtrack Rate:  0.0000
	Unique Edges:  1.7179
	Redundancy:  0.0277
	Avg Segment Hops:  1.7533
Answer(s) Endpoint Coverage Metrics
	Recall:  0.2044
	Precision:  0.0101
	F1 Score:  0.0188
Relation-Set Overlap Metrics
	Recall:  0.0731
	Precision:  0.1430
	F1 Score:  0.0945
Relation Edit Distance Metrics:
	Overall Average:  0.9288
		4-Hop:  0.9419
		2-Hop:  0.9057
		3-Hop:  0.9672

Score for iteration 300
Answer Metrics
	Hits@1:  0.0951
	Hits@3:  0.1305
	Hits@5:  0.1482
	Hits@10:  0.1892
	Hits@20:  0.2356
	MRR:  0.1264
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1414
		MRR:  0.1906
	3-Hop
		Hits@1:  0.0736
		MRR:  0.0861
Valid Action Count at Each Step
	Overall Average: 19.4904
		Step 1: 19.4834
		Step 2: 15.9992
		Step 3: 21.3602
		Step 4: 21.1187
Entropy Metrics
	Question Entropy:  1.5966
	Path Entropy:  6.3864
		Step 1:  2.3200
		Step 2:  1.6288
		Step 3:  1.3377
		Step 4:  1.0999
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5697
	Restart Rate:  0.0000
	No-Op Rate:  0.5697
	Cycle Rate:  0.0460
	Backtrack Rate:  0.0000
	Unique Edges:  1.6527
	Redundancy:  0.0294
	Avg Segment Hops:  1.7212
Answer(s) Endpoint Coverage Metrics
	Recall:  0.2836
	Precision:  0.0155
	F1 Score:  0.0278
Relation-Set Overlap Metrics
	Recall:  0.1031
	Precision:  0.1980
	F1 Score:  0.1298
Relation Edit Distance Metrics:
	Overall Average:  0.9013
		4-Hop:  0.9284
		2-Hop:  0.8627
		3-Hop:  0.9610

Score for iteration 400
Answer Metrics
	Hits@1:  0.0808
	Hits@3:  0.1659
	Hits@5:  0.2013
	Hits@10:  0.2511
	Hits@20:  0.3031
	MRR:  0.1387
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1250
		MRR:  0.2164
	3-Hop
		Hits@1:  0.0519
		MRR:  0.0701
Valid Action Count at Each Step
	Overall Average: 20.1454
		Step 1: 19.4834
		Step 2: 18.6371
		Step 3: 22.3704
		Step 4: 20.0908
Entropy Metrics
	Question Entropy:  1.4838
	Path Entropy:  5.9351
		Step 1:  2.2406
		Step 2:  1.5830
		Step 3:  1.2175
		Step 4:  0.8940
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5802
	Restart Rate:  0.0000
	No-Op Rate:  0.5802
	Cycle Rate:  0.0343
	Backtrack Rate:  0.0000
	Unique Edges:  1.6217
	Redundancy:  0.0166
	Avg Segment Hops:  1.6792
Answer(s) Endpoint Coverage Metrics
	Recall:  0.3431
	Precision:  0.0161
	F1 Score:  0.0289
Relation-Set Overlap Metrics
	Recall:  0.1286
	Precision:  0.2511
	F1 Score:  0.1661
Relation Edit Distance Metrics:
	Overall Average:  0.8749
		4-Hop:  0.9297
		2-Hop:  0.8175
		3-Hop:  0.9524

Score for iteration 500
Answer Metrics
	Hits@1:  0.1106
	Hits@3:  0.1615
	Hits@5:  0.1825
	Hits@10:  0.2257
	Hits@20:  0.2843
	MRR:  0.1510
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1660
		MRR:  0.2286
	3-Hop
		Hits@1:  0.0823
		MRR:  0.0955
Valid Action Count at Each Step
	Overall Average: 19.9066
		Step 1: 19.4834
		Step 2: 17.9496
		Step 3: 22.4505
		Step 4: 19.7430
Entropy Metrics
	Question Entropy:  1.5410
	Path Entropy:  6.1638
		Step 1:  2.3042
		Step 2:  1.5728
		Step 3:  1.2899
		Step 4:  0.9969
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5232
	Restart Rate:  0.0000
	No-Op Rate:  0.5232
	Cycle Rate:  0.0474
	Backtrack Rate:  0.0000
	Unique Edges:  1.8296
	Redundancy:  0.0205
	Avg Segment Hops:  1.9071
Answer(s) Endpoint Coverage Metrics
	Recall:  0.3093
	Precision:  0.0199
	F1 Score:  0.0324
Relation-Set Overlap Metrics
	Recall:  0.1032
	Precision:  0.1657
	F1 Score:  0.1227
Relation Edit Distance Metrics:
	Overall Average:  0.9027
		4-Hop:  0.9459
		2-Hop:  0.8542
		3-Hop:  0.9708

Score for iteration 600
Answer Metrics
	Hits@1:  0.1416
	Hits@3:  0.2002
	Hits@5:  0.2356
	Hits@10:  0.2633
	Hits@20:  0.3241
	MRR:  0.1857
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.2213
		MRR:  0.2893
	3-Hop
		Hits@1:  0.0866
		MRR:  0.1013
Valid Action Count at Each Step
	Overall Average: 21.3305
		Step 1: 19.4834
		Step 2: 20.3885
		Step 3: 23.9448
		Step 4: 21.5054
Entropy Metrics
	Question Entropy:  1.5028
	Path Entropy:  6.0111
		Step 1:  2.1825
		Step 2:  1.5510
		Step 3:  1.2520
		Step 4:  1.0256
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4923
	Restart Rate:  0.0000
	No-Op Rate:  0.4923
	Cycle Rate:  0.0480
	Backtrack Rate:  0.0000
	Unique Edges:  1.9502
	Redundancy:  0.0202
	Avg Segment Hops:  2.0310
Answer(s) Endpoint Coverage Metrics
	Recall:  0.3555
	Precision:  0.0190
	F1 Score:  0.0333
Relation-Set Overlap Metrics
	Recall:  0.1327
	Precision:  0.1823
	F1 Score:  0.1482
Relation Edit Distance Metrics:
	Overall Average:  0.8779
		4-Hop:  0.9757
		2-Hop:  0.7949
		3-Hop:  0.9751

Score for iteration 700
Answer Metrics
	Hits@1:  0.1549
	Hits@3:  0.2257
	Hits@5:  0.2566
	Hits@10:  0.2931
	Hits@20:  0.3562
	MRR:  0.2039
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.2582
		MRR:  0.3367
	3-Hop
		Hits@1:  0.0563
		MRR:  0.0735
	4-Hop
		Hits@1:  0.0054
		MRR:  0.0164
Valid Action Count at Each Step
	Overall Average: 19.3976
		Step 1: 19.4834
		Step 2: 20.8096
		Step 3: 18.0837
		Step 4: 19.2138
Entropy Metrics
	Question Entropy:  1.4229
	Path Entropy:  5.6917
		Step 1:  2.0885
		Step 2:  1.5390
		Step 3:  1.1428
		Step 4:  0.9214
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5727
	Restart Rate:  0.0000
	No-Op Rate:  0.5727
	Cycle Rate:  0.0258
	Backtrack Rate:  0.0000
	Unique Edges:  1.6604
	Redundancy:  0.0133
	Avg Segment Hops:  1.7091
Answer(s) Endpoint Coverage Metrics
	Recall:  0.3697
	Precision:  0.0237
	F1 Score:  0.0386
Relation-Set Overlap Metrics
	Recall:  0.1707
	Precision:  0.2489
	F1 Score:  0.1959
Relation Edit Distance Metrics:
	Overall Average:  0.8390
		4-Hop:  0.9311
		2-Hop:  0.7476
		3-Hop:  0.9585

Score for iteration 800
Answer Metrics
	Hits@1:  0.2168
	Hits@3:  0.3097
	Hits@5:  0.3595
	Hits@10:  0.4181
	Hits@20:  0.4912
	MRR:  0.2843
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.3545
		MRR:  0.4546
	3-Hop
		Hits@1:  0.0996
		MRR:  0.1346
Valid Action Count at Each Step
	Overall Average: 29.6456
		Step 1: 19.4834
		Step 2: 33.5247
		Step 3: 31.0373
		Step 4: 34.5368
Entropy Metrics
	Question Entropy:  1.0455
	Path Entropy:  4.1821
		Step 1:  1.3840
		Step 2:  1.1648
		Step 3:  0.8029
		Step 4:  0.8303
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5910
	Restart Rate:  0.0000
	No-Op Rate:  0.5910
	Cycle Rate:  0.0333
	Backtrack Rate:  0.0000
	Unique Edges:  1.5929
	Redundancy:  0.0116
	Avg Segment Hops:  1.6361
Answer(s) Endpoint Coverage Metrics
	Recall:  0.4936
	Precision:  0.0249
	F1 Score:  0.0435
Relation-Set Overlap Metrics
	Recall:  0.2429
	Precision:  0.3588
	F1 Score:  0.2809
Relation Edit Distance Metrics:
	Overall Average:  0.7636
		4-Hop:  0.8581
		2-Hop:  0.6726
		3-Hop:  0.8799

Score for iteration 900
Answer Metrics
	Hits@1:  0.2489
	Hits@3:  0.3418
	Hits@5:  0.3872
	Hits@10:  0.4624
	Hits@20:  0.5520
	MRR:  0.3197
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.3996
		MRR:  0.4936
	3-Hop
		Hits@1:  0.1126
		MRR:  0.1635
	4-Hop
		Hits@1:  0.0216
		MRR:  0.0561
Valid Action Count at Each Step
	Overall Average: 28.7420
		Step 1: 19.4834
		Step 2: 29.4859
		Step 3: 32.5678
		Step 4: 33.4310
Entropy Metrics
	Question Entropy:  1.0574
	Path Entropy:  4.2298
		Step 1:  1.3903
		Step 2:  1.1796
		Step 3:  0.8619
		Step 4:  0.7979
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5954
	Restart Rate:  0.0000
	No-Op Rate:  0.5954
	Cycle Rate:  0.0327
	Backtrack Rate:  0.0000
	Unique Edges:  1.5664
	Redundancy:  0.0177
	Avg Segment Hops:  1.6184
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5221
	Precision:  0.0289
	F1 Score:  0.0494
Relation-Set Overlap Metrics
	Recall:  0.2368
	Precision:  0.3421
	F1 Score:  0.2708
Relation Edit Distance Metrics:
	Overall Average:  0.7728
		4-Hop:  0.8878
		2-Hop:  0.6742
		3-Hop:  0.8889

Score for iteration 1000
Answer Metrics
	Hits@1:  0.2721
	Hits@3:  0.3794
	Hits@5:  0.4325
	Hits@10:  0.5011
	Hits@20:  0.5697
	MRR:  0.3489
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.4344
		MRR:  0.5310
	4-Hop
		Hits@1:  0.0162
		MRR:  0.0783
	3-Hop
		Hits@1:  0.1342
		MRR:  0.1808
Valid Action Count at Each Step
	Overall Average: 30.7698
		Step 1: 19.4834
		Step 2: 31.0889
		Step 3: 34.0759
		Step 4: 38.4311
Entropy Metrics
	Question Entropy:  1.0125
	Path Entropy:  4.0502
		Step 1:  1.2334
		Step 2:  1.0927
		Step 3:  0.8753
		Step 4:  0.8488
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5758
	Restart Rate:  0.0000
	No-Op Rate:  0.5758
	Cycle Rate:  0.0303
	Backtrack Rate:  0.0000
	Unique Edges:  1.6604
	Redundancy:  0.0121
	Avg Segment Hops:  1.6969
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5291
	Precision:  0.0282
	F1 Score:  0.0480
Relation-Set Overlap Metrics
	Recall:  0.2324
	Precision:  0.3212
	F1 Score:  0.2618
Relation Edit Distance Metrics:
	Overall Average:  0.7762
		4-Hop:  0.9135
		2-Hop:  0.6673
		3-Hop:  0.8961

Score for iteration 1100
Answer Metrics
	Hits@1:  0.3031
	Hits@3:  0.4159
	Hits@5:  0.4679
	Hits@10:  0.5332
	Hits@20:  0.6239
	MRR:  0.3807
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.4508
		MRR:  0.5505
	4-Hop
		Hits@1:  0.0757
		MRR:  0.1216
	3-Hop
		Hits@1:  0.1732
		MRR:  0.2294
Valid Action Count at Each Step
	Overall Average: 38.1732
		Step 1: 19.4834
		Step 2: 46.9086
		Step 3: 40.1527
		Step 4: 46.1480
Entropy Metrics
	Question Entropy:  1.0568
	Path Entropy:  4.2272
		Step 1:  1.2685
		Step 2:  1.3095
		Step 3:  0.8857
		Step 4:  0.7635
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5487
	Restart Rate:  0.0000
	No-Op Rate:  0.5487
	Cycle Rate:  0.0296
	Backtrack Rate:  0.0000
	Unique Edges:  1.7721
	Redundancy:  0.0088
	Avg Segment Hops:  1.8053
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5432
	Precision:  0.0331
	F1 Score:  0.0566
Relation-Set Overlap Metrics
	Recall:  0.2975
	Precision:  0.3861
	F1 Score:  0.3258
Relation Edit Distance Metrics:
	Overall Average:  0.7208
		4-Hop:  0.7932
		2-Hop:  0.6359
		3-Hop:  0.8420

Score for iteration 1200
Answer Metrics
	Hits@1:  0.3385
	Hits@3:  0.4480
	Hits@5:  0.5011
	Hits@10:  0.5763
	Hits@20:  0.6394
	MRR:  0.4146
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.5020
		MRR:  0.5927
	4-Hop
		Hits@1:  0.1027
		MRR:  0.1650
	3-Hop
		Hits@1:  0.1818
		MRR:  0.2381
Valid Action Count at Each Step
	Overall Average: 33.8508
		Step 1: 19.4834
		Step 2: 38.3570
		Step 3: 36.6127
		Step 4: 40.9501
Entropy Metrics
	Question Entropy:  1.0059
	Path Entropy:  4.0236
		Step 1:  1.3106
		Step 2:  1.1265
		Step 3:  0.8427
		Step 4:  0.7438
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5589
	Restart Rate:  0.0000
	No-Op Rate:  0.5589
	Cycle Rate:  0.0310
	Backtrack Rate:  0.0000
	Unique Edges:  1.7356
	Redundancy:  0.0085
	Avg Segment Hops:  1.7644
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5818
	Precision:  0.0373
	F1 Score:  0.0623
Relation-Set Overlap Metrics
	Recall:  0.2718
	Precision:  0.3561
	F1 Score:  0.2995
Relation Edit Distance Metrics:
	Overall Average:  0.7412
		4-Hop:  0.8622
		2-Hop:  0.6325
		3-Hop:  0.8741

Score for iteration 1300
Answer Metrics
	Hits@1:  0.3473
	Hits@3:  0.4358
	Hits@5:  0.4757
	Hits@10:  0.5476
	Hits@20:  0.6250
	MRR:  0.4107
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.5143
		MRR:  0.5827
	4-Hop
		Hits@1:  0.1081
		MRR:  0.1787
	3-Hop
		Hits@1:  0.1861
		MRR:  0.2332
Valid Action Count at Each Step
	Overall Average: 33.1165
		Step 1: 19.4834
		Step 2: 41.0494
		Step 3: 35.4853
		Step 4: 36.4480
Entropy Metrics
	Question Entropy:  1.1190
	Path Entropy:  4.4760
		Step 1:  1.3356
		Step 2:  1.2316
		Step 3:  0.9984
		Step 4:  0.9104
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4676
	Restart Rate:  0.0000
	No-Op Rate:  0.4676
	Cycle Rate:  0.0690
	Backtrack Rate:  0.0000
	Unique Edges:  2.0509
	Redundancy:  0.0206
	Avg Segment Hops:  2.1294
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5601
	Precision:  0.0341
	F1 Score:  0.0585
Relation-Set Overlap Metrics
	Recall:  0.2958
	Precision:  0.3334
	F1 Score:  0.3035
Relation Edit Distance Metrics:
	Overall Average:  0.7421
		4-Hop:  0.8527
		2-Hop:  0.6535
		3-Hop:  0.8405

Score for iteration 1400
Answer Metrics
	Hits@1:  0.4414
	Hits@3:  0.6117
	Hits@5:  0.6681
	Hits@10:  0.7445
	Hits@20:  0.8009
	MRR:  0.5481
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.5533
		MRR:  0.6471
	3-Hop
		Hits@1:  0.2684
		MRR:  0.3676
	4-Hop
		Hits@1:  0.3622
		MRR:  0.5125
Valid Action Count at Each Step
	Overall Average: 58.7215
		Step 1: 19.4834
		Step 2: 75.4850
		Step 3: 67.7887
		Step 4: 72.1290
Entropy Metrics
	Question Entropy:  0.8345
	Path Entropy:  3.3382
		Step 1:  0.8307
		Step 2:  1.0891
		Step 3:  0.8228
		Step 4:  0.5956
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4864
	Restart Rate:  0.0000
	No-Op Rate:  0.4864
	Cycle Rate:  0.0468
	Backtrack Rate:  0.0000
	Unique Edges:  2.0177
	Redundancy:  0.0095
	Avg Segment Hops:  2.0542
Answer(s) Endpoint Coverage Metrics
	Recall:  0.6693
	Precision:  0.0423
	F1 Score:  0.0755
Relation-Set Overlap Metrics
	Recall:  0.3922
	Precision:  0.4771
	F1 Score:  0.4203
Relation Edit Distance Metrics:
	Overall Average:  0.6422
		4-Hop:  0.7973
		2-Hop:  0.5265
		3-Hop:  0.7626

Score for iteration 1500
Answer Metrics
	Hits@1:  0.5553
	Hits@3:  0.6925
	Hits@5:  0.7445
	Hits@10:  0.8108
	Hits@20:  0.8783
	MRR:  0.6433
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.5027
		MRR:  0.5655
	2-Hop
		Hits@1:  0.6230
		MRR:  0.7121
	3-Hop
		Hits@1:  0.4545
		MRR:  0.5603
Valid Action Count at Each Step
	Overall Average: 46.3584
		Step 1: 19.4834
		Step 2: 56.5912
		Step 3: 52.7371
		Step 4: 56.6220
Entropy Metrics
	Question Entropy:  0.4151
	Path Entropy:  1.6603
		Step 1:  0.3574
		Step 2:  0.4716
		Step 3:  0.4041
		Step 4:  0.4273
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3966
	Restart Rate:  0.0000
	No-Op Rate:  0.3966
	Cycle Rate:  0.0513
	Backtrack Rate:  0.0000
	Unique Edges:  2.3485
	Redundancy:  0.0180
	Avg Segment Hops:  2.4137
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7441
	Precision:  0.0418
	F1 Score:  0.0745
Relation-Set Overlap Metrics
	Recall:  0.4800
	Precision:  0.5278
	F1 Score:  0.4885
Relation Edit Distance Metrics:
	Overall Average:  0.5719
		4-Hop:  0.6054
		2-Hop:  0.5434
		3-Hop:  0.6053

Score for iteration 1600
Answer Metrics
	Hits@1:  0.6073
	Hits@3:  0.7732
	Hits@5:  0.8319
	Hits@10:  0.8916
	Hits@20:  0.9336
	MRR:  0.7072
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6162
		MRR:  0.6954
	2-Hop
		Hits@1:  0.6352
		MRR:  0.7385
	3-Hop
		Hits@1:  0.5411
		MRR:  0.6506
Valid Action Count at Each Step
	Overall Average: 52.5230
		Step 1: 19.4834
		Step 2: 73.1355
		Step 3: 58.6995
		Step 4: 58.7738
Entropy Metrics
	Question Entropy:  0.2453
	Path Entropy:  0.9813
		Step 1:  0.1868
		Step 2:  0.2722
		Step 3:  0.2693
		Step 4:  0.2530
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4502
	Restart Rate:  0.0000
	No-Op Rate:  0.4502
	Cycle Rate:  0.0490
	Backtrack Rate:  0.0000
	Unique Edges:  2.1438
	Redundancy:  0.0169
	Avg Segment Hops:  2.1991
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7915
	Precision:  0.0506
	F1 Score:  0.0886
Relation-Set Overlap Metrics
	Recall:  0.4790
	Precision:  0.5705
	F1 Score:  0.5061
Relation Edit Distance Metrics:
	Overall Average:  0.5534
		4-Hop:  0.6878
		2-Hop:  0.4831
		3-Hop:  0.5942

Score for iteration 1700
Answer Metrics
	Hits@1:  0.6338
	Hits@3:  0.7788
	Hits@5:  0.8241
	Hits@10:  0.8606
	Hits@20:  0.9115
	MRR:  0.7209
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6541
		MRR:  0.7052
	2-Hop
		Hits@1:  0.6680
		MRR:  0.7586
	3-Hop
		Hits@1:  0.5455
		MRR:  0.6537
Valid Action Count at Each Step
	Overall Average: 58.5722
		Step 1: 19.4834
		Step 2: 88.4497
		Step 3: 62.4193
		Step 4: 63.9362
Entropy Metrics
	Question Entropy:  0.2370
	Path Entropy:  0.9478
		Step 1:  0.1594
		Step 2:  0.2733
		Step 3:  0.2649
		Step 4:  0.2502
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4173
	Restart Rate:  0.0000
	No-Op Rate:  0.4173
	Cycle Rate:  0.0471
	Backtrack Rate:  0.0000
	Unique Edges:  2.2555
	Redundancy:  0.0190
	Avg Segment Hops:  2.3308
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7224
	Precision:  0.0502
	F1 Score:  0.0849
Relation-Set Overlap Metrics
	Recall:  0.5025
	Precision:  0.5631
	F1 Score:  0.5186
Relation Edit Distance Metrics:
	Overall Average:  0.5452
		4-Hop:  0.6973
		2-Hop:  0.4737
		3-Hop:  0.5743

Score for iteration 1800
Answer Metrics
	Hits@1:  0.6438
	Hits@3:  0.7777
	Hits@5:  0.8330
	Hits@10:  0.8883
	Hits@20:  0.9392
	MRR:  0.7284
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6703
		MRR:  0.7239
	2-Hop
		Hits@1:  0.6721
		MRR:  0.7601
	3-Hop
		Hits@1:  0.5628
		MRR:  0.6650
Valid Action Count at Each Step
	Overall Average: 50.8427
		Step 1: 19.4834
		Step 2: 71.5551
		Step 3: 53.5713
		Step 4: 58.7610
Entropy Metrics
	Question Entropy:  0.2108
	Path Entropy:  0.8431
		Step 1:  0.1541
		Step 2:  0.2811
		Step 3:  0.1843
		Step 4:  0.2237
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5160
	Restart Rate:  0.0000
	No-Op Rate:  0.5160
	Cycle Rate:  0.0177
	Backtrack Rate:  0.0000
	Unique Edges:  1.9181
	Redundancy:  0.0126
	Avg Segment Hops:  1.9358
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7800
	Precision:  0.0500
	F1 Score:  0.0867
Relation-Set Overlap Metrics
	Recall:  0.4686
	Precision:  0.5931
	F1 Score:  0.5102
Relation Edit Distance Metrics:
	Overall Average:  0.5445
		4-Hop:  0.6986
		2-Hop:  0.4833
		3-Hop:  0.5505

Score for iteration 1900
Answer Metrics
	Hits@1:  0.6350
	Hits@3:  0.7854
	Hits@5:  0.8363
	Hits@10:  0.8905
	Hits@20:  0.9347
	MRR:  0.7264
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6432
		MRR:  0.7045
	2-Hop
		Hits@1:  0.6393
		MRR:  0.7414
	3-Hop
		Hits@1:  0.6190
		MRR:  0.7122
Valid Action Count at Each Step
	Overall Average: 50.7971
		Step 1: 19.4834
		Step 2: 66.8390
		Step 3: 57.5532
		Step 4: 59.3127
Entropy Metrics
	Question Entropy:  0.2214
	Path Entropy:  0.8857
		Step 1:  0.1608
		Step 2:  0.2455
		Step 3:  0.2019
		Step 4:  0.2774
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4942
	Restart Rate:  0.0000
	No-Op Rate:  0.4942
	Cycle Rate:  0.0238
	Backtrack Rate:  0.0000
	Unique Edges:  1.9978
	Redundancy:  0.0124
	Avg Segment Hops:  2.0232
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7761
	Precision:  0.0495
	F1 Score:  0.0869
Relation-Set Overlap Metrics
	Recall:  0.4760
	Precision:  0.6015
	F1 Score:  0.5186
Relation Edit Distance Metrics:
	Overall Average:  0.5371
		4-Hop:  0.6216
		2-Hop:  0.4896
		3-Hop:  0.5696

Score for iteration 2000
Answer Metrics
	Hits@1:  0.6704
	Hits@3:  0.8241
	Hits@5:  0.8650
	Hits@10:  0.9060
	Hits@20:  0.9403
	MRR:  0.7575
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6973
		MRR:  0.7611
	2-Hop
		Hits@1:  0.6660
		MRR:  0.7593
	3-Hop
		Hits@1:  0.6580
		MRR:  0.7509
Valid Action Count at Each Step
	Overall Average: 52.6849
		Step 1: 19.4834
		Step 2: 77.2271
		Step 3: 57.8921
		Step 4: 56.1372
Entropy Metrics
	Question Entropy:  0.1666
	Path Entropy:  0.6664
		Step 1:  0.1201
		Step 2:  0.2353
		Step 3:  0.1507
		Step 4:  0.1603
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4676
	Restart Rate:  0.0000
	No-Op Rate:  0.4676
	Cycle Rate:  0.0351
	Backtrack Rate:  0.0000
	Unique Edges:  2.0918
	Redundancy:  0.0111
	Avg Segment Hops:  2.1294
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7888
	Precision:  0.0511
	F1 Score:  0.0886
Relation-Set Overlap Metrics
	Recall:  0.4895
	Precision:  0.5981
	F1 Score:  0.5264
Relation Edit Distance Metrics:
	Overall Average:  0.5270
		4-Hop:  0.6486
		2-Hop:  0.4636
		3-Hop:  0.5635

Score for iteration 2100
Answer Metrics
	Hits@1:  0.4989
	Hits@3:  0.6792
	Hits@5:  0.7544
	Hits@10:  0.8308
	Hits@20:  0.8850
	MRR:  0.6121
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.2919
		MRR:  0.4033
	2-Hop
		Hits@1:  0.5943
		MRR:  0.7032
	3-Hop
		Hits@1:  0.4632
		MRR:  0.5866
Valid Action Count at Each Step
	Overall Average: 49.2192
		Step 1: 19.4834
		Step 2: 61.5092
		Step 3: 58.0253
		Step 4: 57.8589
Entropy Metrics
	Question Entropy:  0.2738
	Path Entropy:  1.0954
		Step 1:  0.1926
		Step 2:  0.3465
		Step 3:  0.2902
		Step 4:  0.2661
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4527
	Restart Rate:  0.0000
	No-Op Rate:  0.4527
	Cycle Rate:  0.0589
	Backtrack Rate:  0.0000
	Unique Edges:  2.1294
	Redundancy:  0.0189
	Avg Segment Hops:  2.1892
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7657
	Precision:  0.0499
	F1 Score:  0.0852
Relation-Set Overlap Metrics
	Recall:  0.4250
	Precision:  0.5137
	F1 Score:  0.4527
Relation Edit Distance Metrics:
	Overall Average:  0.5959
		4-Hop:  0.7730
		2-Hop:  0.5282
		3-Hop:  0.5970

Score for iteration 2200
Answer Metrics
	Hits@1:  0.6814
	Hits@3:  0.8330
	Hits@5:  0.8772
	Hits@10:  0.9027
	Hits@20:  0.9292
	MRR:  0.7657
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6378
		MRR:  0.7228
	2-Hop
		Hits@1:  0.7152
		MRR:  0.7912
	3-Hop
		Hits@1:  0.6450
		MRR:  0.7461
Valid Action Count at Each Step
	Overall Average: 56.6807
		Step 1: 19.4834
		Step 2: 85.2967
		Step 3: 63.8434
		Step 4: 58.0993
Entropy Metrics
	Question Entropy:  0.2053
	Path Entropy:  0.8212
		Step 1:  0.1099
		Step 2:  0.2806
		Step 3:  0.2505
		Step 4:  0.1803
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3960
	Restart Rate:  0.0000
	No-Op Rate:  0.3960
	Cycle Rate:  0.0584
	Backtrack Rate:  0.0000
	Unique Edges:  2.3573
	Redundancy:  0.0156
	Avg Segment Hops:  2.4159
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7373
	Precision:  0.0428
	F1 Score:  0.0751
Relation-Set Overlap Metrics
	Recall:  0.5341
	Precision:  0.5883
	F1 Score:  0.5489
Relation Edit Distance Metrics:
	Overall Average:  0.5016
		4-Hop:  0.6878
		2-Hop:  0.4310
		3-Hop:  0.5014

Score for iteration 2300
Answer Metrics
	Hits@1:  0.7212
	Hits@3:  0.8396
	Hits@5:  0.8794
	Hits@10:  0.9115
	Hits@20:  0.9414
	MRR:  0.7911
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7135
		MRR:  0.7683
	2-Hop
		Hits@1:  0.7357
		MRR:  0.8055
	3-Hop
		Hits@1:  0.6970
		MRR:  0.7788
Valid Action Count at Each Step
	Overall Average: 54.5535
		Step 1: 19.4834
		Step 2: 81.5766
		Step 3: 59.4107
		Step 4: 57.7435
Entropy Metrics
	Question Entropy:  0.2160
	Path Entropy:  0.8640
		Step 1:  0.1244
		Step 2:  0.2683
		Step 3:  0.2633
		Step 4:  0.2081
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4375
	Restart Rate:  0.0000
	No-Op Rate:  0.4375
	Cycle Rate:  0.0391
	Backtrack Rate:  0.0000
	Unique Edges:  2.2024
	Redundancy:  0.0122
	Avg Segment Hops:  2.2500
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7601
	Precision:  0.0484
	F1 Score:  0.0815
Relation-Set Overlap Metrics
	Recall:  0.5201
	Precision:  0.6053
	F1 Score:  0.5471
Relation Edit Distance Metrics:
	Overall Average:  0.5054
		4-Hop:  0.6811
		2-Hop:  0.4003
		3-Hop:  0.5869

Score for iteration 2400
Answer Metrics
	Hits@1:  0.7190
	Hits@3:  0.8396
	Hits@5:  0.8805
	Hits@10:  0.9093
	Hits@20:  0.9403
	MRR:  0.7887
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7297
		MRR:  0.7756
	2-Hop
		Hits@1:  0.7213
		MRR:  0.7999
	3-Hop
		Hits@1:  0.7056
		MRR:  0.7756
Valid Action Count at Each Step
	Overall Average: 52.5321
		Step 1: 19.4834
		Step 2: 73.4835
		Step 3: 59.3001
		Step 4: 57.8614
Entropy Metrics
	Question Entropy:  0.1665
	Path Entropy:  0.6662
		Step 1:  0.1189
		Step 2:  0.2167
		Step 3:  0.1839
		Step 4:  0.1467
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4361
	Restart Rate:  0.0000
	No-Op Rate:  0.4361
	Cycle Rate:  0.0341
	Backtrack Rate:  0.0000
	Unique Edges:  2.2146
	Redundancy:  0.0110
	Avg Segment Hops:  2.2555
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7476
	Precision:  0.0499
	F1 Score:  0.0857
Relation-Set Overlap Metrics
	Recall:  0.5214
	Precision:  0.5983
	F1 Score:  0.5457
Relation Edit Distance Metrics:
	Overall Average:  0.5010
		4-Hop:  0.6500
		2-Hop:  0.4228
		3-Hop:  0.5469

Score for iteration 2500
Answer Metrics
	Hits@1:  0.6515
	Hits@3:  0.7965
	Hits@5:  0.8507
	Hits@10:  0.9049
	Hits@20:  0.9480
	MRR:  0.7414
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6649
		MRR:  0.7512
	2-Hop
		Hits@1:  0.6701
		MRR:  0.7517
	3-Hop
		Hits@1:  0.6017
		MRR:  0.7118
Valid Action Count at Each Step
	Overall Average: 50.2199
		Step 1: 19.4834
		Step 2: 64.5712
		Step 3: 59.5834
		Step 4: 57.2417
Entropy Metrics
	Question Entropy:  0.1683
	Path Entropy:  0.6733
		Step 1:  0.1163
		Step 2:  0.2129
		Step 3:  0.2006
		Step 4:  0.1436
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4336
	Restart Rate:  0.0000
	No-Op Rate:  0.4336
	Cycle Rate:  0.0353
	Backtrack Rate:  0.0000
	Unique Edges:  2.2301
	Redundancy:  0.0089
	Avg Segment Hops:  2.2655
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7962
	Precision:  0.0549
	F1 Score:  0.0940
Relation-Set Overlap Metrics
	Recall:  0.4989
	Precision:  0.5912
	F1 Score:  0.5278
Relation Edit Distance Metrics:
	Overall Average:  0.5261
		4-Hop:  0.6676
		2-Hop:  0.4624
		3-Hop:  0.5473

Score for iteration 2600
Answer Metrics
	Hits@1:  0.7157
	Hits@3:  0.8385
	Hits@5:  0.8761
	Hits@10:  0.9292
	Hits@20:  0.9580
	MRR:  0.7880
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7081
		MRR:  0.7730
	2-Hop
		Hits@1:  0.7213
		MRR:  0.7971
	3-Hop
		Hits@1:  0.7100
		MRR:  0.7808
Valid Action Count at Each Step
	Overall Average: 52.2102
		Step 1: 19.4834
		Step 2: 72.1267
		Step 3: 59.1035
		Step 4: 58.1271
Entropy Metrics
	Question Entropy:  0.1607
	Path Entropy:  0.6429
		Step 1:  0.0933
		Step 2:  0.2222
		Step 3:  0.1895
		Step 4:  0.1379
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4497
	Restart Rate:  0.0000
	No-Op Rate:  0.4497
	Cycle Rate:  0.0257
	Backtrack Rate:  0.0000
	Unique Edges:  2.1726
	Redundancy:  0.0074
	Avg Segment Hops:  2.2013
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7915
	Precision:  0.0507
	F1 Score:  0.0881
Relation-Set Overlap Metrics
	Recall:  0.5249
	Precision:  0.5975
	F1 Score:  0.5481
Relation Edit Distance Metrics:
	Overall Average:  0.4956
		4-Hop:  0.6757
		2-Hop:  0.4209
		3-Hop:  0.5090

Score for iteration 2700
Answer Metrics
	Hits@1:  0.7323
	Hits@3:  0.8451
	Hits@5:  0.8750
	Hits@10:  0.9181
	Hits@20:  0.9436
	MRR:  0.7984
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7027
		MRR:  0.7596
	2-Hop
		Hits@1:  0.7684
		MRR:  0.8280
	3-Hop
		Hits@1:  0.6797
		MRR:  0.7668
Valid Action Count at Each Step
	Overall Average: 51.4645
		Step 1: 19.4834
		Step 2: 65.4927
		Step 3: 61.7047
		Step 4: 59.1774
Entropy Metrics
	Question Entropy:  0.1536
	Path Entropy:  0.6144
		Step 1:  0.1006
		Step 2:  0.1792
		Step 3:  0.1727
		Step 4:  0.1620
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4342
	Restart Rate:  0.0000
	No-Op Rate:  0.4342
	Cycle Rate:  0.0192
	Backtrack Rate:  0.0000
	Unique Edges:  2.2533
	Redundancy:  0.0025
	Avg Segment Hops:  2.2633
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7647
	Precision:  0.0460
	F1 Score:  0.0808
Relation-Set Overlap Metrics
	Recall:  0.5548
	Precision:  0.6290
	F1 Score:  0.5789
Relation Edit Distance Metrics:
	Overall Average:  0.4660
		4-Hop:  0.5973
		2-Hop:  0.3960
		3-Hop:  0.5087

Score for iteration 2800
Answer Metrics
	Hits@1:  0.7378
	Hits@3:  0.8540
	Hits@5:  0.8816
	Hits@10:  0.9292
	Hits@20:  0.9591
	MRR:  0.8041
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7189
		MRR:  0.7767
	2-Hop
		Hits@1:  0.7480
		MRR:  0.8149
	3-Hop
		Hits@1:  0.7316
		MRR:  0.8033
Valid Action Count at Each Step
	Overall Average: 49.7317
		Step 1: 19.4834
		Step 2: 64.2773
		Step 3: 58.1199
		Step 4: 57.0461
Entropy Metrics
	Question Entropy:  0.1574
	Path Entropy:  0.6295
		Step 1:  0.1063
		Step 2:  0.2016
		Step 3:  0.1691
		Step 4:  0.1525
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4616
	Restart Rate:  0.0000
	No-Op Rate:  0.4616
	Cycle Rate:  0.0245
	Backtrack Rate:  0.0000
	Unique Edges:  2.1294
	Redundancy:  0.0077
	Avg Segment Hops:  2.1538
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8075
	Precision:  0.0476
	F1 Score:  0.0830
Relation-Set Overlap Metrics
	Recall:  0.5340
	Precision:  0.6221
	F1 Score:  0.5633
Relation Edit Distance Metrics:
	Overall Average:  0.4803
		4-Hop:  0.6676
		2-Hop:  0.4173
		3-Hop:  0.4632

Score for iteration 2900
Answer Metrics
	Hits@1:  0.7577
	Hits@3:  0.8473
	Hits@5:  0.8805
	Hits@10:  0.9204
	Hits@20:  0.9436
	MRR:  0.8136
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7351
		MRR:  0.7826
	2-Hop
		Hits@1:  0.7602
		MRR:  0.8219
	3-Hop
		Hits@1:  0.7706
		MRR:  0.8208
Valid Action Count at Each Step
	Overall Average: 49.5478
		Step 1: 19.4834
		Step 2: 64.1814
		Step 3: 58.6118
		Step 4: 55.9146
Entropy Metrics
	Question Entropy:  0.1672
	Path Entropy:  0.6690
		Step 1:  0.0989
		Step 2:  0.1982
		Step 3:  0.2023
		Step 4:  0.1696
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4439
	Restart Rate:  0.0000
	No-Op Rate:  0.4439
	Cycle Rate:  0.0292
	Backtrack Rate:  0.0000
	Unique Edges:  2.1969
	Redundancy:  0.0073
	Avg Segment Hops:  2.2246
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7851
	Precision:  0.0446
	F1 Score:  0.0778
Relation-Set Overlap Metrics
	Recall:  0.5377
	Precision:  0.6169
	F1 Score:  0.5635
Relation Edit Distance Metrics:
	Overall Average:  0.4816
		4-Hop:  0.6622
		2-Hop:  0.4074
		3-Hop:  0.4935

Score for iteration 3000
Answer Metrics
	Hits@1:  0.7367
	Hits@3:  0.8473
	Hits@5:  0.8628
	Hits@10:  0.9060
	Hits@20:  0.9403
	MRR:  0.7991
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7189
		MRR:  0.7810
	2-Hop
		Hits@1:  0.7459
		MRR:  0.8077
	3-Hop
		Hits@1:  0.7316
		MRR:  0.7953
Valid Action Count at Each Step
	Overall Average: 55.4647
		Step 1: 19.4834
		Step 2: 77.8167
		Step 3: 65.7407
		Step 4: 58.8180
Entropy Metrics
	Question Entropy:  0.1544
	Path Entropy:  0.6176
		Step 1:  0.0816
		Step 2:  0.2065
		Step 3:  0.1876
		Step 4:  0.1420
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4309
	Restart Rate:  0.0000
	No-Op Rate:  0.4309
	Cycle Rate:  0.0401
	Backtrack Rate:  0.0000
	Unique Edges:  2.2356
	Redundancy:  0.0103
	Avg Segment Hops:  2.2765
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7626
	Precision:  0.0517
	F1 Score:  0.0863
Relation-Set Overlap Metrics
	Recall:  0.5117
	Precision:  0.5861
	F1 Score:  0.5346
Relation Edit Distance Metrics:
	Overall Average:  0.5121
		4-Hop:  0.6946
		2-Hop:  0.4385
		3-Hop:  0.5213

Score for iteration 3100
Answer Metrics
	Hits@1:  0.7223
	Hits@3:  0.8330
	Hits@5:  0.8639
	Hits@10:  0.9038
	Hits@20:  0.9314
	MRR:  0.7871
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7730
		MRR:  0.8129
	2-Hop
		Hits@1:  0.7070
		MRR:  0.7793
	3-Hop
		Hits@1:  0.7143
		MRR:  0.7830
Valid Action Count at Each Step
	Overall Average: 54.3054
		Step 1: 19.4834
		Step 2: 74.6623
		Step 3: 62.3543
		Step 4: 60.7215
Entropy Metrics
	Question Entropy:  0.1881
	Path Entropy:  0.7522
		Step 1:  0.1027
		Step 2:  0.2654
		Step 3:  0.2115
		Step 4:  0.1726
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4206
	Restart Rate:  0.0000
	No-Op Rate:  0.4206
	Cycle Rate:  0.0434
	Backtrack Rate:  0.0000
	Unique Edges:  2.2710
	Redundancy:  0.0129
	Avg Segment Hops:  2.3175
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7615
	Precision:  0.0545
	F1 Score:  0.0901
Relation-Set Overlap Metrics
	Recall:  0.5068
	Precision:  0.5709
	F1 Score:  0.5260
Relation Edit Distance Metrics:
	Overall Average:  0.5203
		4-Hop:  0.6676
		2-Hop:  0.4518
		3-Hop:  0.5469

Score for iteration 3200
Answer Metrics
	Hits@1:  0.7345
	Hits@3:  0.8473
	Hits@5:  0.8728
	Hits@10:  0.9104
	Hits@20:  0.9403
	MRR:  0.7992
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7405
		MRR:  0.7911
	2-Hop
		Hits@1:  0.7480
		MRR:  0.8104
	3-Hop
		Hits@1:  0.7013
		MRR:  0.7820
Valid Action Count at Each Step
	Overall Average: 52.5465
		Step 1: 19.4834
		Step 2: 73.2949
		Step 3: 60.2465
		Step 4: 57.1614
Entropy Metrics
	Question Entropy:  0.1568
	Path Entropy:  0.6273
		Step 1:  0.0790
		Step 2:  0.2055
		Step 3:  0.1826
		Step 4:  0.1602
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4356
	Restart Rate:  0.0000
	No-Op Rate:  0.4356
	Cycle Rate:  0.0315
	Backtrack Rate:  0.0000
	Unique Edges:  2.2323
	Redundancy:  0.0077
	Avg Segment Hops:  2.2577
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7741
	Precision:  0.0454
	F1 Score:  0.0791
Relation-Set Overlap Metrics
	Recall:  0.5109
	Precision:  0.5855
	F1 Score:  0.5335
Relation Edit Distance Metrics:
	Overall Average:  0.5136
		4-Hop:  0.6838
		2-Hop:  0.4372
		3-Hop:  0.5386

Score for iteration 3300
Answer Metrics
	Hits@1:  0.7600
	Hits@3:  0.8595
	Hits@5:  0.8838
	Hits@10:  0.9115
	Hits@20:  0.9403
	MRR:  0.8164
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7730
		MRR:  0.8105
	2-Hop
		Hits@1:  0.7725
		MRR:  0.8307
	3-Hop
		Hits@1:  0.7229
		MRR:  0.7907
Valid Action Count at Each Step
	Overall Average: 55.2575
		Step 1: 19.4834
		Step 2: 78.6839
		Step 3: 63.6735
		Step 4: 59.1891
Entropy Metrics
	Question Entropy:  0.1364
	Path Entropy:  0.5457
		Step 1:  0.0689
		Step 2:  0.1746
		Step 3:  0.1663
		Step 4:  0.1358
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4093
	Restart Rate:  0.0000
	No-Op Rate:  0.4093
	Cycle Rate:  0.0351
	Backtrack Rate:  0.0000
	Unique Edges:  2.3330
	Redundancy:  0.0086
	Avg Segment Hops:  2.3628
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7658
	Precision:  0.0518
	F1 Score:  0.0870
Relation-Set Overlap Metrics
	Recall:  0.5544
	Precision:  0.6192
	F1 Score:  0.5728
Relation Edit Distance Metrics:
	Overall Average:  0.4751
		4-Hop:  0.6405
		2-Hop:  0.3975
		3-Hop:  0.5065

Score for iteration 3400
Answer Metrics
	Hits@1:  0.7235
	Hits@3:  0.8440
	Hits@5:  0.8739
	Hits@10:  0.9038
	Hits@20:  0.9347
	MRR:  0.7906
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7838
		MRR:  0.8302
	2-Hop
		Hits@1:  0.7418
		MRR:  0.8107
	3-Hop
		Hits@1:  0.6364
		MRR:  0.7162
Valid Action Count at Each Step
	Overall Average: 58.0744
		Step 1: 19.4834
		Step 2: 87.8982
		Step 3: 62.4629
		Step 4: 62.4530
Entropy Metrics
	Question Entropy:  0.1219
	Path Entropy:  0.4874
		Step 1:  0.0606
		Step 2:  0.1529
		Step 3:  0.1446
		Step 4:  0.1294
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4228
	Restart Rate:  0.0000
	No-Op Rate:  0.4228
	Cycle Rate:  0.0326
	Backtrack Rate:  0.0000
	Unique Edges:  2.2821
	Redundancy:  0.0077
	Avg Segment Hops:  2.3086
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7433
	Precision:  0.0480
	F1 Score:  0.0818
Relation-Set Overlap Metrics
	Recall:  0.5173
	Precision:  0.5793
	F1 Score:  0.5338
Relation Edit Distance Metrics:
	Overall Average:  0.5188
		4-Hop:  0.6716
		2-Hop:  0.4339
		3-Hop:  0.5758

Score for iteration 3500
Answer Metrics
	Hits@1:  0.7622
	Hits@3:  0.8595
	Hits@5:  0.8894
	Hits@10:  0.9237
	Hits@20:  0.9513
	MRR:  0.8203
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7459
		MRR:  0.7987
	2-Hop
		Hits@1:  0.7930
		MRR:  0.8470
	3-Hop
		Hits@1:  0.7100
		MRR:  0.7812
Valid Action Count at Each Step
	Overall Average: 57.1536
		Step 1: 19.4834
		Step 2: 84.8647
		Step 3: 62.8437
		Step 4: 61.4227
Entropy Metrics
	Question Entropy:  0.0895
	Path Entropy:  0.3580
		Step 1:  0.0525
		Step 2:  0.1017
		Step 3:  0.0900
		Step 4:  0.1138
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4522
	Restart Rate:  0.0000
	No-Op Rate:  0.4522
	Cycle Rate:  0.0239
	Backtrack Rate:  0.0000
	Unique Edges:  2.1626
	Redundancy:  0.0086
	Avg Segment Hops:  2.1914
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7816
	Precision:  0.0525
	F1 Score:  0.0878
Relation-Set Overlap Metrics
	Recall:  0.5337
	Precision:  0.6142
	F1 Score:  0.5605
Relation Edit Distance Metrics:
	Overall Average:  0.4847
		4-Hop:  0.6757
		2-Hop:  0.3876
		3-Hop:  0.5368

Score for iteration 3600
Answer Metrics
	Hits@1:  0.7445
	Hits@3:  0.8485
	Hits@5:  0.8838
	Hits@10:  0.9192
	Hits@20:  0.9381
	MRR:  0.8069
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7730
		MRR:  0.8180
	2-Hop
		Hits@1:  0.7459
		MRR:  0.8126
	3-Hop
		Hits@1:  0.7186
		MRR:  0.7859
Valid Action Count at Each Step
	Overall Average: 54.6484
		Step 1: 19.4834
		Step 2: 83.4839
		Step 3: 60.3506
		Step 4: 55.2758
Entropy Metrics
	Question Entropy:  0.1340
	Path Entropy:  0.5360
		Step 1:  0.0684
		Step 2:  0.1628
		Step 3:  0.1643
		Step 4:  0.1404
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4428
	Restart Rate:  0.0000
	No-Op Rate:  0.4428
	Cycle Rate:  0.0278
	Backtrack Rate:  0.0000
	Unique Edges:  2.2091
	Redundancy:  0.0061
	Avg Segment Hops:  2.2290
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7915
	Precision:  0.0513
	F1 Score:  0.0857
Relation-Set Overlap Metrics
	Recall:  0.5147
	Precision:  0.5999
	F1 Score:  0.5412
Relation Edit Distance Metrics:
	Overall Average:  0.5095
		4-Hop:  0.6811
		2-Hop:  0.4295
		3-Hop:  0.5411

Score for iteration 3700
Answer Metrics
	Hits@1:  0.7588
	Hits@3:  0.8628
	Hits@5:  0.8883
	Hits@10:  0.9181
	Hits@20:  0.9480
	MRR:  0.8179
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7676
		MRR:  0.8085
	2-Hop
		Hits@1:  0.7766
		MRR:  0.8427
	3-Hop
		Hits@1:  0.7143
		MRR:  0.7731
Valid Action Count at Each Step
	Overall Average: 54.6436
		Step 1: 19.4834
		Step 2: 85.4827
		Step 3: 62.1220
		Step 4: 51.4863
Entropy Metrics
	Question Entropy:  0.1389
	Path Entropy:  0.5557
		Step 1:  0.0635
		Step 2:  0.1447
		Step 3:  0.1797
		Step 4:  0.1677
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4074
	Restart Rate:  0.0000
	No-Op Rate:  0.4074
	Cycle Rate:  0.0389
	Backtrack Rate:  0.0000
	Unique Edges:  2.3252
	Redundancy:  0.0113
	Avg Segment Hops:  2.3706
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7842
	Precision:  0.0470
	F1 Score:  0.0801
Relation-Set Overlap Metrics
	Recall:  0.5482
	Precision:  0.6107
	F1 Score:  0.5654
Relation Edit Distance Metrics:
	Overall Average:  0.4899
		4-Hop:  0.6635
		2-Hop:  0.4042
		3-Hop:  0.5317

Score for iteration 3800
Answer Metrics
	Hits@1:  0.7467
	Hits@3:  0.8617
	Hits@5:  0.8905
	Hits@10:  0.9303
	Hits@20:  0.9546
	MRR:  0.8136
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7459
		MRR:  0.8005
	2-Hop
		Hits@1:  0.7439
		MRR:  0.8177
	3-Hop
		Hits@1:  0.7532
		MRR:  0.8156
Valid Action Count at Each Step
	Overall Average: 49.1746
		Step 1: 19.4834
		Step 2: 67.9351
		Step 3: 56.8576
		Step 4: 52.4222
Entropy Metrics
	Question Entropy:  0.1284
	Path Entropy:  0.5135
		Step 1:  0.0783
		Step 2:  0.1562
		Step 3:  0.1555
		Step 4:  0.1235
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4430
	Restart Rate:  0.0000
	No-Op Rate:  0.4430
	Cycle Rate:  0.0353
	Backtrack Rate:  0.0000
	Unique Edges:  2.1847
	Redundancy:  0.0121
	Avg Segment Hops:  2.2279
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7964
	Precision:  0.0498
	F1 Score:  0.0846
Relation-Set Overlap Metrics
	Recall:  0.5476
	Precision:  0.6433
	F1 Score:  0.5788
Relation Edit Distance Metrics:
	Overall Average:  0.4722
		4-Hop:  0.6230
		2-Hop:  0.4103
		3-Hop:  0.4820

Score for iteration 3900
Answer Metrics
	Hits@1:  0.7743
	Hits@3:  0.8739
	Hits@5:  0.8938
	Hits@10:  0.9325
	Hits@20:  0.9624
	MRR:  0.8314
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7730
		MRR:  0.8112
	2-Hop
		Hits@1:  0.7828
		MRR:  0.8480
	3-Hop
		Hits@1:  0.7576
		MRR:  0.8122
Valid Action Count at Each Step
	Overall Average: 50.0305
		Step 1: 19.4834
		Step 2: 73.8685
		Step 3: 54.8293
		Step 4: 51.9409
Entropy Metrics
	Question Entropy:  0.1358
	Path Entropy:  0.5433
		Step 1:  0.0707
		Step 2:  0.1701
		Step 3:  0.1797
		Step 4:  0.1227
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4546
	Restart Rate:  0.0000
	No-Op Rate:  0.4546
	Cycle Rate:  0.0338
	Backtrack Rate:  0.0000
	Unique Edges:  2.1527
	Redundancy:  0.0073
	Avg Segment Hops:  2.1814
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7975
	Precision:  0.0522
	F1 Score:  0.0870
Relation-Set Overlap Metrics
	Recall:  0.5363
	Precision:  0.6274
	F1 Score:  0.5655
Relation Edit Distance Metrics:
	Overall Average:  0.4840
		4-Hop:  0.6635
		2-Hop:  0.3999
		3-Hop:  0.5177

Score for iteration 4000
Answer Metrics
	Hits@1:  0.6217
	Hits@3:  0.8230
	Hits@5:  0.8662
	Hits@10:  0.9104
	Hits@20:  0.9425
	MRR:  0.7348
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7357
		MRR:  0.8157
	4-Hop
		Hits@1:  0.2865
		MRR:  0.4989
	3-Hop
		Hits@1:  0.6494
		MRR:  0.7527
Valid Action Count at Each Step
	Overall Average: 53.9212
		Step 1: 19.4834
		Step 2: 75.0678
		Step 3: 61.5029
		Step 4: 59.6306
Entropy Metrics
	Question Entropy:  0.1131
	Path Entropy:  0.4526
		Step 1:  0.0635
		Step 2:  0.1367
		Step 3:  0.1165
		Step 4:  0.1358
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4599
	Restart Rate:  0.0000
	No-Op Rate:  0.4599
	Cycle Rate:  0.0243
	Backtrack Rate:  0.0000
	Unique Edges:  2.1350
	Redundancy:  0.0066
	Avg Segment Hops:  2.1604
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7512
	Precision:  0.0434
	F1 Score:  0.0749
Relation-Set Overlap Metrics
	Recall:  0.5015
	Precision:  0.5671
	F1 Score:  0.5223
Relation Edit Distance Metrics:
	Overall Average:  0.5167
		4-Hop:  0.7824
		2-Hop:  0.4179
		3-Hop:  0.5126

Score for iteration 4100
Answer Metrics
	Hits@1:  0.7622
	Hits@3:  0.8639
	Hits@5:  0.8916
	Hits@10:  0.9270
	Hits@20:  0.9580
	MRR:  0.8223
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7892
		MRR:  0.8261
	2-Hop
		Hits@1:  0.7582
		MRR:  0.8281
	3-Hop
		Hits@1:  0.7489
		MRR:  0.8069
Valid Action Count at Each Step
	Overall Average: 50.6073
		Step 1: 19.4834
		Step 2: 76.0119
		Step 3: 55.5005
		Step 4: 51.4334
Entropy Metrics
	Question Entropy:  0.1379
	Path Entropy:  0.5517
		Step 1:  0.0716
		Step 2:  0.1587
		Step 3:  0.1730
		Step 4:  0.1484
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4486
	Restart Rate:  0.0000
	No-Op Rate:  0.4486
	Cycle Rate:  0.0325
	Backtrack Rate:  0.0000
	Unique Edges:  2.1803
	Redundancy:  0.0065
	Avg Segment Hops:  2.2058
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7630
	Precision:  0.0478
	F1 Score:  0.0804
Relation-Set Overlap Metrics
	Recall:  0.5222
	Precision:  0.6071
	F1 Score:  0.5489
Relation Edit Distance Metrics:
	Overall Average:  0.4994
		4-Hop:  0.6770
		2-Hop:  0.4192
		3-Hop:  0.5263

Score for iteration 4200
Answer Metrics
	Hits@1:  0.7102
	Hits@3:  0.8330
	Hits@5:  0.8684
	Hits@10:  0.8982
	Hits@20:  0.9192
	MRR:  0.7811
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6865
		MRR:  0.7688
	2-Hop
		Hits@1:  0.7439
		MRR:  0.8079
	3-Hop
		Hits@1:  0.6580
		MRR:  0.7342
Valid Action Count at Each Step
	Overall Average: 60.3870
		Step 1: 19.4834
		Step 2: 96.2141
		Step 3: 64.4816
		Step 4: 61.3690
Entropy Metrics
	Question Entropy:  0.1374
	Path Entropy:  0.5496
		Step 1:  0.0539
		Step 2:  0.1918
		Step 3:  0.1846
		Step 4:  0.1193
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3850
	Restart Rate:  0.0000
	No-Op Rate:  0.3850
	Cycle Rate:  0.0487
	Backtrack Rate:  0.0000
	Unique Edges:  2.4104
	Redundancy:  0.0129
	Avg Segment Hops:  2.4602
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7683
	Precision:  0.0590
	F1 Score:  0.0950
Relation-Set Overlap Metrics
	Recall:  0.5188
	Precision:  0.5726
	F1 Score:  0.5333
Relation Edit Distance Metrics:
	Overall Average:  0.5254
		4-Hop:  0.6959
		2-Hop:  0.4175
		3-Hop:  0.6165

Score for iteration 4300
Answer Metrics
	Hits@1:  0.7765
	Hits@3:  0.8650
	Hits@5:  0.8916
	Hits@10:  0.9226
	Hits@20:  0.9458
	MRR:  0.8297
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7622
		MRR:  0.8122
	2-Hop
		Hits@1:  0.8012
		MRR:  0.8499
	3-Hop
		Hits@1:  0.7359
		MRR:  0.8010
Valid Action Count at Each Step
	Overall Average: 56.9889
		Step 1: 19.4834
		Step 2: 83.7222
		Step 3: 63.8062
		Step 4: 60.9440
Entropy Metrics
	Question Entropy:  0.1169
	Path Entropy:  0.4675
		Step 1:  0.0592
		Step 2:  0.1432
		Step 3:  0.1485
		Step 4:  0.1165
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4007
	Restart Rate:  0.0000
	No-Op Rate:  0.4007
	Cycle Rate:  0.0453
	Backtrack Rate:  0.0000
	Unique Edges:  2.3462
	Redundancy:  0.0127
	Avg Segment Hops:  2.3971
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7641
	Precision:  0.0491
	F1 Score:  0.0826
Relation-Set Overlap Metrics
	Recall:  0.5574
	Precision:  0.6131
	F1 Score:  0.5735
Relation Edit Distance Metrics:
	Overall Average:  0.4752
		4-Hop:  0.6811
		2-Hop:  0.3835
		3-Hop:  0.5040

Score for iteration 4400
Answer Metrics
	Hits@1:  0.7732
	Hits@3:  0.8816
	Hits@5:  0.9049
	Hits@10:  0.9336
	Hits@20:  0.9646
	MRR:  0.8340
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7784
		MRR:  0.8245
	2-Hop
		Hits@1:  0.7725
		MRR:  0.8389
	3-Hop
		Hits@1:  0.7706
		MRR:  0.8313
Valid Action Count at Each Step
	Overall Average: 50.9572
		Step 1: 19.4834
		Step 2: 66.4340
		Step 3: 60.0978
		Step 4: 57.8138
Entropy Metrics
	Question Entropy:  0.0933
	Path Entropy:  0.3733
		Step 1:  0.0715
		Step 2:  0.0881
		Step 3:  0.0970
		Step 4:  0.1167
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4732
	Restart Rate:  0.0000
	No-Op Rate:  0.4732
	Cycle Rate:  0.0129
	Backtrack Rate:  0.0000
	Unique Edges:  2.0940
	Redundancy:  0.0042
	Avg Segment Hops:  2.1073
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7856
	Precision:  0.0448
	F1 Score:  0.0781
Relation-Set Overlap Metrics
	Recall:  0.5443
	Precision:  0.6412
	F1 Score:  0.5769
Relation Edit Distance Metrics:
	Overall Average:  0.4666
		4-Hop:  0.6568
		2-Hop:  0.3876
		3-Hop:  0.4812

Score for iteration 4500
Answer Metrics
	Hits@1:  0.7898
	Hits@3:  0.8938
	Hits@5:  0.9204
	Hits@10:  0.9502
	Hits@20:  0.9679
	MRR:  0.8496
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8000
		MRR:  0.8529
	2-Hop
		Hits@1:  0.8074
		MRR:  0.8693
	3-Hop
		Hits@1:  0.7446
		MRR:  0.8055
Valid Action Count at Each Step
	Overall Average: 53.4147
		Step 1: 19.4834
		Step 2: 76.1763
		Step 3: 61.1103
		Step 4: 56.8889
Entropy Metrics
	Question Entropy:  0.1028
	Path Entropy:  0.4112
		Step 1:  0.0675
		Step 2:  0.1126
		Step 3:  0.1200
		Step 4:  0.1112
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4469
	Restart Rate:  0.0000
	No-Op Rate:  0.4469
	Cycle Rate:  0.0213
	Backtrack Rate:  0.0000
	Unique Edges:  2.1969
	Redundancy:  0.0044
	Avg Segment Hops:  2.2124
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7991
	Precision:  0.0498
	F1 Score:  0.0856
Relation-Set Overlap Metrics
	Recall:  0.5578
	Precision:  0.6427
	F1 Score:  0.5858
Relation Edit Distance Metrics:
	Overall Average:  0.4581
		4-Hop:  0.6635
		2-Hop:  0.3502
		3-Hop:  0.5213

Score for iteration 4600
Answer Metrics
	Hits@1:  0.7832
	Hits@3:  0.8905
	Hits@5:  0.9104
	Hits@10:  0.9436
	Hits@20:  0.9668
	MRR:  0.8442
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8378
		MRR:  0.8704
	2-Hop
		Hits@1:  0.7664
		MRR:  0.8407
	3-Hop
		Hits@1:  0.7749
		MRR:  0.8307
Valid Action Count at Each Step
	Overall Average: 56.0728
		Step 1: 19.4834
		Step 2: 79.7309
		Step 3: 65.9127
		Step 4: 59.1645
Entropy Metrics
	Question Entropy:  0.1056
	Path Entropy:  0.4225
		Step 1:  0.0705
		Step 2:  0.1054
		Step 3:  0.1379
		Step 4:  0.1087
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4239
	Restart Rate:  0.0000
	No-Op Rate:  0.4239
	Cycle Rate:  0.0443
	Backtrack Rate:  0.0000
	Unique Edges:  2.2489
	Redundancy:  0.0157
	Avg Segment Hops:  2.3042
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8121
	Precision:  0.0643
	F1 Score:  0.1023
Relation-Set Overlap Metrics
	Recall:  0.5659
	Precision:  0.6535
	F1 Score:  0.5949
Relation Edit Distance Metrics:
	Overall Average:  0.4542
		4-Hop:  0.6324
		2-Hop:  0.3719
		3-Hop:  0.4852

Score for iteration 4700
Answer Metrics
	Hits@1:  0.7887
	Hits@3:  0.8927
	Hits@5:  0.9148
	Hits@10:  0.9392
	Hits@20:  0.9524
	MRR:  0.8454
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8108
		MRR:  0.8592
	2-Hop
		Hits@1:  0.8012
		MRR:  0.8584
	3-Hop
		Hits@1:  0.7446
		MRR:  0.8072
Valid Action Count at Each Step
	Overall Average: 56.9622
		Step 1: 19.4834
		Step 2: 81.1866
		Step 3: 63.8220
		Step 4: 63.3569
Entropy Metrics
	Question Entropy:  0.1078
	Path Entropy:  0.4313
		Step 1:  0.0682
		Step 2:  0.1218
		Step 3:  0.1262
		Step 4:  0.1151
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4123
	Restart Rate:  0.0000
	No-Op Rate:  0.4123
	Cycle Rate:  0.0424
	Backtrack Rate:  0.0000
	Unique Edges:  2.3097
	Redundancy:  0.0106
	Avg Segment Hops:  2.3507
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8008
	Precision:  0.0541
	F1 Score:  0.0911
Relation-Set Overlap Metrics
	Recall:  0.5678
	Precision:  0.6362
	F1 Score:  0.5894
Relation Edit Distance Metrics:
	Overall Average:  0.4574
		4-Hop:  0.6149
		2-Hop:  0.3721
		3-Hop:  0.5115

Score for iteration 4800
Answer Metrics
	Hits@1:  0.8153
	Hits@3:  0.8916
	Hits@5:  0.9093
	Hits@10:  0.9281
	Hits@20:  0.9591
	MRR:  0.8590
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8649
		MRR:  0.8922
	2-Hop
		Hits@1:  0.8115
		MRR:  0.8640
	3-Hop
		Hits@1:  0.7835
		MRR:  0.8218
Valid Action Count at Each Step
	Overall Average: 57.5355
		Step 1: 19.4834
		Step 2: 86.0084
		Step 3: 67.1969
		Step 4: 57.4533
Entropy Metrics
	Question Entropy:  0.0907
	Path Entropy:  0.3630
		Step 1:  0.0658
		Step 2:  0.0853
		Step 3:  0.1118
		Step 4:  0.1001
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4051
	Restart Rate:  0.0000
	No-Op Rate:  0.4051
	Cycle Rate:  0.0339
	Backtrack Rate:  0.0000
	Unique Edges:  2.3606
	Redundancy:  0.0049
	Avg Segment Hops:  2.3794
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8322
	Precision:  0.0521
	F1 Score:  0.0899
Relation-Set Overlap Metrics
	Recall:  0.5876
	Precision:  0.6518
	F1 Score:  0.6075
Relation Edit Distance Metrics:
	Overall Average:  0.4405
		4-Hop:  0.6095
		2-Hop:  0.3576
		3-Hop:  0.4805

Score for iteration 4900
Answer Metrics
	Hits@1:  0.7876
	Hits@3:  0.8971
	Hits@5:  0.9181
	Hits@10:  0.9491
	Hits@20:  0.9668
	MRR:  0.8470
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7838
		MRR:  0.8426
	2-Hop
		Hits@1:  0.8135
		MRR:  0.8717
	3-Hop
		Hits@1:  0.7359
		MRR:  0.7981
Valid Action Count at Each Step
	Overall Average: 58.8693
		Step 1: 19.4834
		Step 2: 92.3099
		Step 3: 65.2388
		Step 4: 58.4452
Entropy Metrics
	Question Entropy:  0.0783
	Path Entropy:  0.3133
		Step 1:  0.0483
		Step 2:  0.0848
		Step 3:  0.0789
		Step 4:  0.1013
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4206
	Restart Rate:  0.0000
	No-Op Rate:  0.4206
	Cycle Rate:  0.0257
	Backtrack Rate:  0.0000
	Unique Edges:  2.3075
	Redundancy:  0.0038
	Avg Segment Hops:  2.3175
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8535
	Precision:  0.0550
	F1 Score:  0.0941
Relation-Set Overlap Metrics
	Recall:  0.5837
	Precision:  0.6552
	F1 Score:  0.6070
Relation Edit Distance Metrics:
	Overall Average:  0.4369
		4-Hop:  0.6365
		2-Hop:  0.3306
		3-Hop:  0.5018

Score for iteration 5000
Answer Metrics
	Hits@1:  0.7887
	Hits@3:  0.8783
	Hits@5:  0.9027
	Hits@10:  0.9392
	Hits@20:  0.9657
	MRR:  0.8428
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8649
		MRR:  0.9012
	2-Hop
		Hits@1:  0.7930
		MRR:  0.8529
	3-Hop
		Hits@1:  0.7186
		MRR:  0.7745
Valid Action Count at Each Step
	Overall Average: 55.7975
		Step 1: 19.4834
		Step 2: 89.8604
		Step 3: 58.5817
		Step 4: 55.2643
Entropy Metrics
	Question Entropy:  0.0935
	Path Entropy:  0.3742
		Step 1:  0.0498
		Step 2:  0.1113
		Step 3:  0.1056
		Step 4:  0.1076
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4491
	Restart Rate:  0.0000
	No-Op Rate:  0.4491
	Cycle Rate:  0.0192
	Backtrack Rate:  0.0000
	Unique Edges:  2.1969
	Redundancy:  0.0017
	Avg Segment Hops:  2.2035
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8214
	Precision:  0.0526
	F1 Score:  0.0893
Relation-Set Overlap Metrics
	Recall:  0.5519
	Precision:  0.6362
	F1 Score:  0.5796
Relation Edit Distance Metrics:
	Overall Average:  0.4657
		4-Hop:  0.6270
		2-Hop:  0.3709
		3-Hop:  0.5368

Score for iteration 5100
Answer Metrics
	Hits@1:  0.7954
	Hits@3:  0.8772
	Hits@5:  0.9038
	Hits@10:  0.9270
	Hits@20:  0.9414
	MRR:  0.8434
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8541
		MRR:  0.8882
	2-Hop
		Hits@1:  0.8094
		MRR:  0.8581
	3-Hop
		Hits@1:  0.7186
		MRR:  0.7768
Valid Action Count at Each Step
	Overall Average: 56.3442
		Step 1: 19.4834
		Step 2: 83.6032
		Step 3: 65.9261
		Step 4: 56.3642
Entropy Metrics
	Question Entropy:  0.0893
	Path Entropy:  0.3572
		Step 1:  0.0434
		Step 2:  0.1062
		Step 3:  0.1089
		Step 4:  0.0987
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4110
	Restart Rate:  0.0000
	No-Op Rate:  0.4110
	Cycle Rate:  0.0222
	Backtrack Rate:  0.0000
	Unique Edges:  2.3507
	Redundancy:  0.0014
	Avg Segment Hops:  2.3562
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7804
	Precision:  0.0455
	F1 Score:  0.0786
Relation-Set Overlap Metrics
	Recall:  0.6071
	Precision:  0.6721
	F1 Score:  0.6275
Relation Edit Distance Metrics:
	Overall Average:  0.4229
		4-Hop:  0.5554
		2-Hop:  0.3485
		3-Hop:  0.4740

Score for iteration 5200
Answer Metrics
	Hits@1:  0.8031
	Hits@3:  0.8872
	Hits@5:  0.9148
	Hits@10:  0.9414
	Hits@20:  0.9569
	MRR:  0.8526
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8216
		MRR:  0.8575
	2-Hop
		Hits@1:  0.8053
		MRR:  0.8625
	3-Hop
		Hits@1:  0.7835
		MRR:  0.8278
Valid Action Count at Each Step
	Overall Average: 56.1513
		Step 1: 19.4834
		Step 2: 76.4767
		Step 3: 70.1022
		Step 4: 58.5428
Entropy Metrics
	Question Entropy:  0.0958
	Path Entropy:  0.3832
		Step 1:  0.0406
		Step 2:  0.0947
		Step 3:  0.1461
		Step 4:  0.1018
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4062
	Restart Rate:  0.0000
	No-Op Rate:  0.4062
	Cycle Rate:  0.0335
	Backtrack Rate:  0.0000
	Unique Edges:  2.3518
	Redundancy:  0.0062
	Avg Segment Hops:  2.3750
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8055
	Precision:  0.0635
	F1 Score:  0.1005
Relation-Set Overlap Metrics
	Recall:  0.5939
	Precision:  0.6697
	F1 Score:  0.6170
Relation Edit Distance Metrics:
	Overall Average:  0.4361
		4-Hop:  0.5595
		2-Hop:  0.3757
		3-Hop:  0.4650

Score for iteration 5300
Answer Metrics
	Hits@1:  0.8241
	Hits@3:  0.9049
	Hits@5:  0.9292
	Hits@10:  0.9558
	Hits@20:  0.9723
	MRR:  0.8717
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8649
		MRR:  0.8956
	2-Hop
		Hits@1:  0.8361
		MRR:  0.8861
	3-Hop
		Hits@1:  0.7662
		MRR:  0.8219
Valid Action Count at Each Step
	Overall Average: 53.0381
		Step 1: 19.4834
		Step 2: 71.4506
		Step 3: 65.1388
		Step 4: 56.0795
Entropy Metrics
	Question Entropy:  0.0937
	Path Entropy:  0.3749
		Step 1:  0.0501
		Step 2:  0.1059
		Step 3:  0.1313
		Step 4:  0.0877
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4273
	Restart Rate:  0.0000
	No-Op Rate:  0.4273
	Cycle Rate:  0.0223
	Backtrack Rate:  0.0000
	Unique Edges:  2.2799
	Redundancy:  0.0029
	Avg Segment Hops:  2.2909
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8158
	Precision:  0.0583
	F1 Score:  0.0964
Relation-Set Overlap Metrics
	Recall:  0.5970
	Precision:  0.6736
	F1 Score:  0.6205
Relation Edit Distance Metrics:
	Overall Average:  0.4296
		4-Hop:  0.5581
		2-Hop:  0.3648
		3-Hop:  0.4636

Score for iteration 5400
Answer Metrics
	Hits@1:  0.7998
	Hits@3:  0.8960
	Hits@5:  0.9248
	Hits@10:  0.9447
	Hits@20:  0.9668
	MRR:  0.8546
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8649
		MRR:  0.8979
	2-Hop
		Hits@1:  0.7828
		MRR:  0.8506
	3-Hop
		Hits@1:  0.7835
		MRR:  0.8285
Valid Action Count at Each Step
	Overall Average: 50.8384
		Step 1: 19.4834
		Step 2: 69.6990
		Step 3: 62.0324
		Step 4: 52.1389
Entropy Metrics
	Question Entropy:  0.0726
	Path Entropy:  0.2905
		Step 1:  0.0377
		Step 2:  0.0774
		Step 3:  0.1040
		Step 4:  0.0715
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4314
	Restart Rate:  0.0000
	No-Op Rate:  0.4314
	Cycle Rate:  0.0194
	Backtrack Rate:  0.0000
	Unique Edges:  2.2688
	Redundancy:  0.0015
	Avg Segment Hops:  2.2743
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8071
	Precision:  0.0518
	F1 Score:  0.0884
Relation-Set Overlap Metrics
	Recall:  0.5948
	Precision:  0.6795
	F1 Score:  0.6203
Relation Edit Distance Metrics:
	Overall Average:  0.4306
		4-Hop:  0.5635
		2-Hop:  0.3789
		3-Hop:  0.4333

Score for iteration 5500
Answer Metrics
	Hits@1:  0.7920
	Hits@3:  0.9015
	Hits@5:  0.9248
	Hits@10:  0.9502
	Hits@20:  0.9668
	MRR:  0.8513
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8000
		MRR:  0.8570
	2-Hop
		Hits@1:  0.7807
		MRR:  0.8486
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8523
Valid Action Count at Each Step
	Overall Average: 51.3409
		Step 1: 19.4834
		Step 2: 67.3878
		Step 3: 62.3724
		Step 4: 56.1199
Entropy Metrics
	Question Entropy:  0.0923
	Path Entropy:  0.3694
		Step 1:  0.0490
		Step 2:  0.0948
		Step 3:  0.1294
		Step 4:  0.0962
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4220
	Restart Rate:  0.0000
	No-Op Rate:  0.4220
	Cycle Rate:  0.0302
	Backtrack Rate:  0.0000
	Unique Edges:  2.2876
	Redundancy:  0.0062
	Avg Segment Hops:  2.3119
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8562
	Precision:  0.0587
	F1 Score:  0.0990
Relation-Set Overlap Metrics
	Recall:  0.5749
	Precision:  0.6503
	F1 Score:  0.5987
Relation Edit Distance Metrics:
	Overall Average:  0.4485
		4-Hop:  0.5878
		2-Hop:  0.4033
		3-Hop:  0.4322

Score for iteration 5600
Answer Metrics
	Hits@1:  0.8031
	Hits@3:  0.9004
	Hits@5:  0.9248
	Hits@10:  0.9513
	Hits@20:  0.9668
	MRR:  0.8575
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8162
		MRR:  0.8553
	2-Hop
		Hits@1:  0.8094
		MRR:  0.8707
	3-Hop
		Hits@1:  0.7792
		MRR:  0.8315
Valid Action Count at Each Step
	Overall Average: 50.3544
		Step 1: 19.4834
		Step 2: 67.9667
		Step 3: 59.6327
		Step 4: 54.3348
Entropy Metrics
	Question Entropy:  0.0893
	Path Entropy:  0.3571
		Step 1:  0.0553
		Step 2:  0.0980
		Step 3:  0.1212
		Step 4:  0.0826
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4325
	Restart Rate:  0.0000
	No-Op Rate:  0.4325
	Cycle Rate:  0.0266
	Backtrack Rate:  0.0000
	Unique Edges:  2.2566
	Redundancy:  0.0046
	Avg Segment Hops:  2.2699
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8242
	Precision:  0.0587
	F1 Score:  0.0980
Relation-Set Overlap Metrics
	Recall:  0.5679
	Precision:  0.6363
	F1 Score:  0.5883
Relation Edit Distance Metrics:
	Overall Average:  0.4602
		4-Hop:  0.6365
		2-Hop:  0.3907
		3-Hop:  0.4657

Score for iteration 5700
Answer Metrics
	Hits@1:  0.8230
	Hits@3:  0.9071
	Hits@5:  0.9281
	Hits@10:  0.9546
	Hits@20:  0.9723
	MRR:  0.8726
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8378
		MRR:  0.8806
	2-Hop
		Hits@1:  0.8258
		MRR:  0.8819
	3-Hop
		Hits@1:  0.8052
		MRR:  0.8466
Valid Action Count at Each Step
	Overall Average: 51.1151
		Step 1: 19.4834
		Step 2: 66.0775
		Step 3: 63.0714
		Step 4: 55.8282
Entropy Metrics
	Question Entropy:  0.0849
	Path Entropy:  0.3396
		Step 1:  0.0662
		Step 2:  0.0820
		Step 3:  0.1163
		Step 4:  0.0751
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4187
	Restart Rate:  0.0000
	No-Op Rate:  0.4187
	Cycle Rate:  0.0304
	Backtrack Rate:  0.0000
	Unique Edges:  2.3053
	Redundancy:  0.0062
	Avg Segment Hops:  2.3252
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8378
	Precision:  0.0655
	F1 Score:  0.1070
Relation-Set Overlap Metrics
	Recall:  0.5905
	Precision:  0.6604
	F1 Score:  0.6116
Relation Edit Distance Metrics:
	Overall Average:  0.4352
		4-Hop:  0.5865
		2-Hop:  0.3789
		3-Hop:  0.4329

Score for iteration 5800
Answer Metrics
	Hits@1:  0.8175
	Hits@3:  0.8960
	Hits@5:  0.9259
	Hits@10:  0.9491
	Hits@20:  0.9723
	MRR:  0.8655
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9218
	2-Hop
		Hits@1:  0.7951
		MRR:  0.8575
	3-Hop
		Hits@1:  0.8052
		MRR:  0.8376
Valid Action Count at Each Step
	Overall Average: 55.5136
		Step 1: 19.4834
		Step 2: 78.5537
		Step 3: 64.3421
		Step 4: 59.6753
Entropy Metrics
	Question Entropy:  0.0761
	Path Entropy:  0.3042
		Step 1:  0.0442
		Step 2:  0.0856
		Step 3:  0.1003
		Step 4:  0.0741
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4317
	Restart Rate:  0.0000
	No-Op Rate:  0.4317
	Cycle Rate:  0.0262
	Backtrack Rate:  0.0000
	Unique Edges:  2.2533
	Redundancy:  0.0050
	Avg Segment Hops:  2.2732
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8256
	Precision:  0.0704
	F1 Score:  0.1113
Relation-Set Overlap Metrics
	Recall:  0.5826
	Precision:  0.6740
	F1 Score:  0.6116
Relation Edit Distance Metrics:
	Overall Average:  0.4385
		4-Hop:  0.5892
		2-Hop:  0.3730
		3-Hop:  0.4563

Score for iteration 5900
Answer Metrics
	Hits@1:  0.8108
	Hits@3:  0.9049
	Hits@5:  0.9303
	Hits@10:  0.9558
	Hits@20:  0.9701
	MRR:  0.8647
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8757
		MRR:  0.8977
	2-Hop
		Hits@1:  0.7910
		MRR:  0.8615
	3-Hop
		Hits@1:  0.8009
		MRR:  0.8452
Valid Action Count at Each Step
	Overall Average: 54.4870
		Step 1: 19.4834
		Step 2: 75.6120
		Step 3: 64.6540
		Step 4: 58.1986
Entropy Metrics
	Question Entropy:  0.0856
	Path Entropy:  0.3423
		Step 1:  0.0451
		Step 2:  0.1088
		Step 3:  0.1072
		Step 4:  0.0812
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4098
	Restart Rate:  0.0000
	No-Op Rate:  0.4098
	Cycle Rate:  0.0334
	Backtrack Rate:  0.0000
	Unique Edges:  2.3374
	Redundancy:  0.0060
	Avg Segment Hops:  2.3606
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8224
	Precision:  0.0634
	F1 Score:  0.1051
Relation-Set Overlap Metrics
	Recall:  0.5901
	Precision:  0.6494
	F1 Score:  0.6068
Relation Edit Distance Metrics:
	Overall Average:  0.4404
		4-Hop:  0.6203
		2-Hop:  0.3622
		3-Hop:  0.4618

Score for iteration 6000
Answer Metrics
	Hits@1:  0.8418
	Hits@3:  0.9126
	Hits@5:  0.9281
	Hits@10:  0.9580
	Hits@20:  0.9723
	MRR:  0.8831
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9094
	2-Hop
		Hits@1:  0.8340
		MRR:  0.8856
	3-Hop
		Hits@1:  0.8225
		MRR:  0.8569
Valid Action Count at Each Step
	Overall Average: 56.8039
		Step 1: 19.4834
		Step 2: 79.1441
		Step 3: 67.0905
		Step 4: 61.4974
Entropy Metrics
	Question Entropy:  0.0702
	Path Entropy:  0.2808
		Step 1:  0.0376
		Step 2:  0.0819
		Step 3:  0.0963
		Step 4:  0.0651
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4184
	Restart Rate:  0.0000
	No-Op Rate:  0.4184
	Cycle Rate:  0.0279
	Backtrack Rate:  0.0000
	Unique Edges:  2.3086
	Redundancy:  0.0045
	Avg Segment Hops:  2.3263
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8024
	Precision:  0.0602
	F1 Score:  0.1000
Relation-Set Overlap Metrics
	Recall:  0.5885
	Precision:  0.6536
	F1 Score:  0.6077
Relation Edit Distance Metrics:
	Overall Average:  0.4379
		4-Hop:  0.6176
		2-Hop:  0.3535
		3-Hop:  0.4722

Score for iteration 6100
Answer Metrics
	Hits@1:  0.8219
	Hits@3:  0.9170
	Hits@5:  0.9392
	Hits@10:  0.9591
	Hits@20:  0.9735
	MRR:  0.8743
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8811
		MRR:  0.9080
	2-Hop
		Hits@1:  0.8115
		MRR:  0.8721
	3-Hop
		Hits@1:  0.7965
		MRR:  0.8520
Valid Action Count at Each Step
	Overall Average: 52.9529
		Step 1: 19.4834
		Step 2: 71.0923
		Step 3: 64.6571
		Step 4: 56.5787
Entropy Metrics
	Question Entropy:  0.0938
	Path Entropy:  0.3754
		Step 1:  0.0616
		Step 2:  0.1137
		Step 3:  0.1216
		Step 4:  0.0786
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4190
	Restart Rate:  0.0000
	No-Op Rate:  0.4190
	Cycle Rate:  0.0338
	Backtrack Rate:  0.0000
	Unique Edges:  2.3053
	Redundancy:  0.0050
	Avg Segment Hops:  2.3241
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8419
	Precision:  0.0629
	F1 Score:  0.1023
Relation-Set Overlap Metrics
	Recall:  0.5795
	Precision:  0.6513
	F1 Score:  0.6018
Relation Edit Distance Metrics:
	Overall Average:  0.4451
		4-Hop:  0.5757
		2-Hop:  0.3883
		3-Hop:  0.4603

Score for iteration 6200
Answer Metrics
	Hits@1:  0.8031
	Hits@3:  0.9027
	Hits@5:  0.9292
	Hits@10:  0.9502
	Hits@20:  0.9723
	MRR:  0.8582
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8541
		MRR:  0.8815
	2-Hop
		Hits@1:  0.7889
		MRR:  0.8549
	3-Hop
		Hits@1:  0.7922
		MRR:  0.8465
Valid Action Count at Each Step
	Overall Average: 52.7035
		Step 1: 19.4834
		Step 2: 75.2500
		Step 3: 59.1643
		Step 4: 56.9164
Entropy Metrics
	Question Entropy:  0.0791
	Path Entropy:  0.3166
		Step 1:  0.0550
		Step 2:  0.1075
		Step 3:  0.0637
		Step 4:  0.0904
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4386
	Restart Rate:  0.0000
	No-Op Rate:  0.4386
	Cycle Rate:  0.0218
	Backtrack Rate:  0.0000
	Unique Edges:  2.2345
	Redundancy:  0.0044
	Avg Segment Hops:  2.2456
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8574
	Precision:  0.0519
	F1 Score:  0.0914
Relation-Set Overlap Metrics
	Recall:  0.5786
	Precision:  0.6572
	F1 Score:  0.6043
Relation Edit Distance Metrics:
	Overall Average:  0.4385
		4-Hop:  0.6203
		2-Hop:  0.3537
		3-Hop:  0.4722

Score for iteration 6300
Answer Metrics
	Hits@1:  0.8020
	Hits@3:  0.9049
	Hits@5:  0.9336
	Hits@10:  0.9535
	Hits@20:  0.9768
	MRR:  0.8612
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8595
		MRR:  0.8954
	2-Hop
		Hits@1:  0.7848
		MRR:  0.8542
	3-Hop
		Hits@1:  0.7922
		MRR:  0.8486
Valid Action Count at Each Step
	Overall Average: 52.1934
		Step 1: 19.4834
		Step 2: 69.3807
		Step 3: 57.8180
		Step 4: 62.0917
Entropy Metrics
	Question Entropy:  0.0712
	Path Entropy:  0.2849
		Step 1:  0.0503
		Step 2:  0.1046
		Step 3:  0.0459
		Step 4:  0.0841
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4654
	Restart Rate:  0.0000
	No-Op Rate:  0.4654
	Cycle Rate:  0.0218
	Backtrack Rate:  0.0000
	Unique Edges:  2.1173
	Redundancy:  0.0101
	Avg Segment Hops:  2.1383
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8670
	Precision:  0.0586
	F1 Score:  0.1016
Relation-Set Overlap Metrics
	Recall:  0.5542
	Precision:  0.6452
	F1 Score:  0.5846
Relation Edit Distance Metrics:
	Overall Average:  0.4626
		4-Hop:  0.6216
		2-Hop:  0.3837
		3-Hop:  0.5018

Score for iteration 6400
Answer Metrics
	Hits@1:  0.8319
	Hits@3:  0.9060
	Hits@5:  0.9358
	Hits@10:  0.9591
	Hits@20:  0.9757
	MRR:  0.8775
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9278
	2-Hop
		Hits@1:  0.8258
		MRR:  0.8842
	3-Hop
		Hits@1:  0.7792
		MRR:  0.8232
Valid Action Count at Each Step
	Overall Average: 57.4355
		Step 1: 19.4834
		Step 2: 85.3625
		Step 3: 61.4056
		Step 4: 63.4903
Entropy Metrics
	Question Entropy:  0.0719
	Path Entropy:  0.2877
		Step 1:  0.0275
		Step 2:  0.1077
		Step 3:  0.0701
		Step 4:  0.0824
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4566
	Restart Rate:  0.0000
	No-Op Rate:  0.4566
	Cycle Rate:  0.0224
	Backtrack Rate:  0.0000
	Unique Edges:  2.1571
	Redundancy:  0.0075
	Avg Segment Hops:  2.1737
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8447
	Precision:  0.0541
	F1 Score:  0.0940
Relation-Set Overlap Metrics
	Recall:  0.5603
	Precision:  0.6465
	F1 Score:  0.5883
Relation Edit Distance Metrics:
	Overall Average:  0.4597
		4-Hop:  0.6311
		2-Hop:  0.3625
		3-Hop:  0.5278

Score for iteration 6500
Answer Metrics
	Hits@1:  0.6936
	Hits@3:  0.8684
	Hits@5:  0.9027
	Hits@10:  0.9458
	Hits@20:  0.9668
	MRR:  0.7890
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6973
		MRR:  0.7734
	2-Hop
		Hits@1:  0.7336
		MRR:  0.8291
	3-Hop
		Hits@1:  0.6061
		MRR:  0.7167
Valid Action Count at Each Step
	Overall Average: 59.3603
		Step 1: 19.4834
		Step 2: 84.1514
		Step 3: 66.0936
		Step 4: 67.7130
Entropy Metrics
	Question Entropy:  0.0544
	Path Entropy:  0.2178
		Step 1:  0.0287
		Step 2:  0.0728
		Step 3:  0.0469
		Step 4:  0.0694
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5014
	Restart Rate:  0.0000
	No-Op Rate:  0.5014
	Cycle Rate:  0.0153
	Backtrack Rate:  0.0000
	Unique Edges:  1.9679
	Redundancy:  0.0144
	Avg Segment Hops:  1.9945
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8036
	Precision:  0.0497
	F1 Score:  0.0867
Relation-Set Overlap Metrics
	Recall:  0.5035
	Precision:  0.5897
	F1 Score:  0.5316
Relation Edit Distance Metrics:
	Overall Average:  0.5127
		4-Hop:  0.7014
		2-Hop:  0.4093
		3-Hop:  0.5801

Score for iteration 6600
Answer Metrics
	Hits@1:  0.7644
	Hits@3:  0.8960
	Hits@5:  0.9259
	Hits@10:  0.9458
	Hits@20:  0.9613
	MRR:  0.8366
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7784
		MRR:  0.8333
	2-Hop
		Hits@1:  0.7910
		MRR:  0.8636
	3-Hop
		Hits@1:  0.6970
		MRR:  0.7823
Valid Action Count at Each Step
	Overall Average: 59.4293
		Step 1: 19.4834
		Step 2: 83.4886
		Step 3: 67.9235
		Step 4: 66.8216
Entropy Metrics
	Question Entropy:  0.0725
	Path Entropy:  0.2902
		Step 1:  0.0335
		Step 2:  0.0968
		Step 3:  0.0918
		Step 4:  0.0681
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4472
	Restart Rate:  0.0000
	No-Op Rate:  0.4472
	Cycle Rate:  0.0438
	Backtrack Rate:  0.0000
	Unique Edges:  2.1715
	Redundancy:  0.0112
	Avg Segment Hops:  2.2113
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7866
	Precision:  0.0613
	F1 Score:  0.0984
Relation-Set Overlap Metrics
	Recall:  0.5410
	Precision:  0.6312
	F1 Score:  0.5695
Relation Edit Distance Metrics:
	Overall Average:  0.4821
		4-Hop:  0.6473
		2-Hop:  0.3936
		3-Hop:  0.5368

Score for iteration 6700
Answer Metrics
	Hits@1:  0.8153
	Hits@3:  0.9204
	Hits@5:  0.9325
	Hits@10:  0.9436
	Hits@20:  0.9657
	MRR:  0.8707
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9250
	2-Hop
		Hits@1:  0.8053
		MRR:  0.8697
	3-Hop
		Hits@1:  0.7619
		MRR:  0.8293
Valid Action Count at Each Step
	Overall Average: 56.6829
		Step 1: 19.4834
		Step 2: 88.7709
		Step 3: 62.0743
		Step 4: 56.4030
Entropy Metrics
	Question Entropy:  0.0724
	Path Entropy:  0.2894
		Step 1:  0.0270
		Step 2:  0.1066
		Step 3:  0.1102
		Step 4:  0.0457
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4383
	Restart Rate:  0.0000
	No-Op Rate:  0.4383
	Cycle Rate:  0.0288
	Backtrack Rate:  0.0000
	Unique Edges:  2.2356
	Redundancy:  0.0029
	Avg Segment Hops:  2.2467
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8102
	Precision:  0.0601
	F1 Score:  0.0976
Relation-Set Overlap Metrics
	Recall:  0.5694
	Precision:  0.6587
	F1 Score:  0.5977
Relation Edit Distance Metrics:
	Overall Average:  0.4531
		4-Hop:  0.6176
		2-Hop:  0.3654
		3-Hop:  0.5065

Score for iteration 6800
Answer Metrics
	Hits@1:  0.8219
	Hits@3:  0.9215
	Hits@5:  0.9358
	Hits@10:  0.9535
	Hits@20:  0.9679
	MRR:  0.8754
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8649
		MRR:  0.9000
	2-Hop
		Hits@1:  0.8094
		MRR:  0.8721
	3-Hop
		Hits@1:  0.8139
		MRR:  0.8625
Valid Action Count at Each Step
	Overall Average: 53.8042
		Step 1: 19.4834
		Step 2: 75.5671
		Step 3: 61.4741
		Step 4: 58.6920
Entropy Metrics
	Question Entropy:  0.0700
	Path Entropy:  0.2798
		Step 1:  0.0301
		Step 2:  0.0978
		Step 3:  0.0829
		Step 4:  0.0690
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4452
	Restart Rate:  0.0000
	No-Op Rate:  0.4452
	Cycle Rate:  0.0284
	Backtrack Rate:  0.0000
	Unique Edges:  2.1969
	Redundancy:  0.0067
	Avg Segment Hops:  2.2190
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8180
	Precision:  0.0542
	F1 Score:  0.0928
Relation-Set Overlap Metrics
	Recall:  0.5622
	Precision:  0.6453
	F1 Score:  0.5892
Relation Edit Distance Metrics:
	Overall Average:  0.4553
		4-Hop:  0.6365
		2-Hop:  0.3769
		3-Hop:  0.4758

Score for iteration 6900
Answer Metrics
	Hits@1:  0.8330
	Hits@3:  0.9159
	Hits@5:  0.9358
	Hits@10:  0.9535
	Hits@20:  0.9723
	MRR:  0.8802
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9266
	2-Hop
		Hits@1:  0.8135
		MRR:  0.8709
	3-Hop
		Hits@1:  0.8225
		MRR:  0.8626
Valid Action Count at Each Step
	Overall Average: 54.3510
		Step 1: 19.4834
		Step 2: 81.6969
		Step 3: 60.1801
		Step 4: 56.0438
Entropy Metrics
	Question Entropy:  0.0736
	Path Entropy:  0.2944
		Step 1:  0.0316
		Step 2:  0.1007
		Step 3:  0.0931
		Step 4:  0.0690
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4353
	Restart Rate:  0.0000
	No-Op Rate:  0.4353
	Cycle Rate:  0.0238
	Backtrack Rate:  0.0000
	Unique Edges:  2.2445
	Redundancy:  0.0049
	Avg Segment Hops:  2.2588
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8294
	Precision:  0.0591
	F1 Score:  0.0982
Relation-Set Overlap Metrics
	Recall:  0.5877
	Precision:  0.6669
	F1 Score:  0.6123
Relation Edit Distance Metrics:
	Overall Average:  0.4367
		4-Hop:  0.6149
		2-Hop:  0.3569
		3-Hop:  0.4625

Score for iteration 7000
Answer Metrics
	Hits@1:  0.8374
	Hits@3:  0.9181
	Hits@5:  0.9358
	Hits@10:  0.9569
	Hits@20:  0.9712
	MRR:  0.8825
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9346
	2-Hop
		Hits@1:  0.8176
		MRR:  0.8749
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8568
Valid Action Count at Each Step
	Overall Average: 53.2115
		Step 1: 19.4834
		Step 2: 72.0172
		Step 3: 63.6392
		Step 4: 57.7063
Entropy Metrics
	Question Entropy:  0.0774
	Path Entropy:  0.3095
		Step 1:  0.0360
		Step 2:  0.0907
		Step 3:  0.1005
		Step 4:  0.0823
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4126
	Restart Rate:  0.0000
	No-Op Rate:  0.4126
	Cycle Rate:  0.0264
	Backtrack Rate:  0.0000
	Unique Edges:  2.3263
	Redundancy:  0.0059
	Avg Segment Hops:  2.3496
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8406
	Precision:  0.0582
	F1 Score:  0.0963
Relation-Set Overlap Metrics
	Recall:  0.6048
	Precision:  0.6737
	F1 Score:  0.6257
Relation Edit Distance Metrics:
	Overall Average:  0.4223
		4-Hop:  0.5473
		2-Hop:  0.3683
		3-Hop:  0.4361

Score for iteration 7100
Answer Metrics
	Hits@1:  0.8374
	Hits@3:  0.9192
	Hits@5:  0.9414
	Hits@10:  0.9602
	Hits@20:  0.9712
	MRR:  0.8837
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8649
		MRR:  0.8954
	2-Hop
		Hits@1:  0.8402
		MRR:  0.8894
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8625
Valid Action Count at Each Step
	Overall Average: 57.0896
		Step 1: 19.4834
		Step 2: 78.1765
		Step 3: 68.6138
		Step 4: 62.0847
Entropy Metrics
	Question Entropy:  0.0723
	Path Entropy:  0.2893
		Step 1:  0.0369
		Step 2:  0.0919
		Step 3:  0.0939
		Step 4:  0.0666
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4217
	Restart Rate:  0.0000
	No-Op Rate:  0.4217
	Cycle Rate:  0.0318
	Backtrack Rate:  0.0000
	Unique Edges:  2.2898
	Redundancy:  0.0072
	Avg Segment Hops:  2.3131
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8110
	Precision:  0.0606
	F1 Score:  0.0979
Relation-Set Overlap Metrics
	Recall:  0.5902
	Precision:  0.6653
	F1 Score:  0.6133
Relation Edit Distance Metrics:
	Overall Average:  0.4375
		4-Hop:  0.5784
		2-Hop:  0.3702
		3-Hop:  0.4668

Score for iteration 7200
Answer Metrics
	Hits@1:  0.8341
	Hits@3:  0.9159
	Hits@5:  0.9347
	Hits@10:  0.9524
	Hits@20:  0.9657
	MRR:  0.8792
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9120
	2-Hop
		Hits@1:  0.8361
		MRR:  0.8809
	3-Hop
		Hits@1:  0.7879
		MRR:  0.8495
Valid Action Count at Each Step
	Overall Average: 53.6036
		Step 1: 19.4834
		Step 2: 69.7266
		Step 3: 64.9870
		Step 4: 60.2173
Entropy Metrics
	Question Entropy:  0.0666
	Path Entropy:  0.2662
		Step 1:  0.0267
		Step 2:  0.0755
		Step 3:  0.0993
		Step 4:  0.0647
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4331
	Restart Rate:  0.0000
	No-Op Rate:  0.4331
	Cycle Rate:  0.0235
	Backtrack Rate:  0.0000
	Unique Edges:  2.2500
	Redundancy:  0.0056
	Avg Segment Hops:  2.2677
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8093
	Precision:  0.0636
	F1 Score:  0.1015
Relation-Set Overlap Metrics
	Recall:  0.5889
	Precision:  0.6615
	F1 Score:  0.6105
Relation Edit Distance Metrics:
	Overall Average:  0.4379
		4-Hop:  0.5986
		2-Hop:  0.3605
		3-Hop:  0.4726

Score for iteration 7300
Answer Metrics
	Hits@1:  0.8219
	Hits@3:  0.9137
	Hits@5:  0.9292
	Hits@10:  0.9524
	Hits@20:  0.9757
	MRR:  0.8743
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9074
	2-Hop
		Hits@1:  0.8033
		MRR:  0.8667
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8637
Valid Action Count at Each Step
	Overall Average: 51.4179
		Step 1: 19.4834
		Step 2: 67.2596
		Step 3: 60.8914
		Step 4: 58.0370
Entropy Metrics
	Question Entropy:  0.0609
	Path Entropy:  0.2437
		Step 1:  0.0278
		Step 2:  0.0867
		Step 3:  0.0660
		Step 4:  0.0632
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4458
	Restart Rate:  0.0000
	No-Op Rate:  0.4458
	Cycle Rate:  0.0220
	Backtrack Rate:  0.0000
	Unique Edges:  2.1980
	Redundancy:  0.0049
	Avg Segment Hops:  2.2168
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8323
	Precision:  0.0527
	F1 Score:  0.0911
Relation-Set Overlap Metrics
	Recall:  0.5854
	Precision:  0.6735
	F1 Score:  0.6132
Relation Edit Distance Metrics:
	Overall Average:  0.4349
		4-Hop:  0.5932
		2-Hop:  0.3728
		3-Hop:  0.4394

Score for iteration 7400
Answer Metrics
	Hits@1:  0.8053
	Hits@3:  0.8982
	Hits@5:  0.9281
	Hits@10:  0.9469
	Hits@20:  0.9712
	MRR:  0.8590
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8270
		MRR:  0.8692
	2-Hop
		Hits@1:  0.8033
		MRR:  0.8626
	3-Hop
		Hits@1:  0.7922
		MRR:  0.8433
Valid Action Count at Each Step
	Overall Average: 52.2748
		Step 1: 19.4834
		Step 2: 67.5024
		Step 3: 63.0267
		Step 4: 59.0867
Entropy Metrics
	Question Entropy:  0.0676
	Path Entropy:  0.2706
		Step 1:  0.0319
		Step 2:  0.0916
		Step 3:  0.0897
		Step 4:  0.0574
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4184
	Restart Rate:  0.0000
	No-Op Rate:  0.4184
	Cycle Rate:  0.0268
	Backtrack Rate:  0.0000
	Unique Edges:  2.3031
	Redundancy:  0.0070
	Avg Segment Hops:  2.3263
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8057
	Precision:  0.0597
	F1 Score:  0.0979
Relation-Set Overlap Metrics
	Recall:  0.5993
	Precision:  0.6570
	F1 Score:  0.6148
Relation Edit Distance Metrics:
	Overall Average:  0.4347
		4-Hop:  0.5986
		2-Hop:  0.3806
		3-Hop:  0.4177

Score for iteration 7500
Answer Metrics
	Hits@1:  0.7113
	Hits@3:  0.8485
	Hits@5:  0.8772
	Hits@10:  0.9082
	Hits@20:  0.9358
	MRR:  0.7864
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6595
		MRR:  0.7221
	2-Hop
		Hits@1:  0.7377
		MRR:  0.8168
	3-Hop
		Hits@1:  0.6970
		MRR:  0.7737
Valid Action Count at Each Step
	Overall Average: 54.7019
		Step 1: 19.4834
		Step 2: 66.4469
		Step 3: 66.4789
		Step 4: 66.3984
Entropy Metrics
	Question Entropy:  0.0585
	Path Entropy:  0.2342
		Step 1:  0.0316
		Step 2:  0.0843
		Step 3:  0.0633
		Step 4:  0.0550
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4220
	Restart Rate:  0.0000
	No-Op Rate:  0.4220
	Cycle Rate:  0.0675
	Backtrack Rate:  0.0000
	Unique Edges:  2.2378
	Redundancy:  0.0216
	Avg Segment Hops:  2.3119
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7934
	Precision:  0.0486
	F1 Score:  0.0849
Relation-Set Overlap Metrics
	Recall:  0.5430
	Precision:  0.6173
	F1 Score:  0.5652
Relation Edit Distance Metrics:
	Overall Average:  0.4874
		4-Hop:  0.6311
		2-Hop:  0.4373
		3-Hop:  0.4780

Score for iteration 7600
Answer Metrics
	Hits@1:  0.8219
	Hits@3:  0.9071
	Hits@5:  0.9281
	Hits@10:  0.9480
	Hits@20:  0.9768
	MRR:  0.8720
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9228
	2-Hop
		Hits@1:  0.8033
		MRR:  0.8620
	3-Hop
		Hits@1:  0.7965
		MRR:  0.8525
Valid Action Count at Each Step
	Overall Average: 52.6423
		Step 1: 19.4834
		Step 2: 71.3943
		Step 3: 60.2672
		Step 4: 59.4243
Entropy Metrics
	Question Entropy:  0.0481
	Path Entropy:  0.1922
		Step 1:  0.0265
		Step 2:  0.0557
		Step 3:  0.0565
		Step 4:  0.0536
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4502
	Restart Rate:  0.0000
	No-Op Rate:  0.4502
	Cycle Rate:  0.0161
	Backtrack Rate:  0.0000
	Unique Edges:  2.1925
	Redundancy:  0.0041
	Avg Segment Hops:  2.1991
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8271
	Precision:  0.0530
	F1 Score:  0.0904
Relation-Set Overlap Metrics
	Recall:  0.5898
	Precision:  0.6699
	F1 Score:  0.6146
Relation Edit Distance Metrics:
	Overall Average:  0.4338
		4-Hop:  0.5838
		2-Hop:  0.3629
		3-Hop:  0.4636

Score for iteration 7700
Answer Metrics
	Hits@1:  0.7367
	Hits@3:  0.8473
	Hits@5:  0.8905
	Hits@10:  0.9281
	Hits@20:  0.9502
	MRR:  0.8057
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7027
		MRR:  0.7879
	2-Hop
		Hits@1:  0.7746
		MRR:  0.8405
	3-Hop
		Hits@1:  0.6840
		MRR:  0.7463
Valid Action Count at Each Step
	Overall Average: 59.3770
		Step 1: 19.4834
		Step 2: 82.3502
		Step 3: 68.2558
		Step 4: 67.4186
Entropy Metrics
	Question Entropy:  0.0537
	Path Entropy:  0.2149
		Step 1:  0.0313
		Step 2:  0.0683
		Step 3:  0.0601
		Step 4:  0.0553
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4062
	Restart Rate:  0.0000
	No-Op Rate:  0.4062
	Cycle Rate:  0.0360
	Backtrack Rate:  0.0000
	Unique Edges:  2.3617
	Redundancy:  0.0057
	Avg Segment Hops:  2.3750
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7746
	Precision:  0.0501
	F1 Score:  0.0848
Relation-Set Overlap Metrics
	Recall:  0.5720
	Precision:  0.6283
	F1 Score:  0.5861
Relation Edit Distance Metrics:
	Overall Average:  0.4668
		4-Hop:  0.6122
		2-Hop:  0.3856
		3-Hop:  0.5220

Score for iteration 7800
Answer Metrics
	Hits@1:  0.7600
	Hits@3:  0.8728
	Hits@5:  0.9159
	Hits@10:  0.9524
	Hits@20:  0.9701
	MRR:  0.8280
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7405
		MRR:  0.8107
	2-Hop
		Hits@1:  0.7992
		MRR:  0.8552
	3-Hop
		Hits@1:  0.6926
		MRR:  0.7845
Valid Action Count at Each Step
	Overall Average: 50.6950
		Step 1: 19.4834
		Step 2: 61.5681
		Step 3: 63.5087
		Step 4: 58.2199
Entropy Metrics
	Question Entropy:  0.0473
	Path Entropy:  0.1891
		Step 1:  0.0207
		Step 2:  0.0543
		Step 3:  0.0625
		Step 4:  0.0516
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4181
	Restart Rate:  0.0000
	No-Op Rate:  0.4181
	Cycle Rate:  0.0231
	Backtrack Rate:  0.0000
	Unique Edges:  2.3031
	Redundancy:  0.0063
	Avg Segment Hops:  2.3274
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8104
	Precision:  0.0505
	F1 Score:  0.0870
Relation-Set Overlap Metrics
	Recall:  0.6225
	Precision:  0.6928
	F1 Score:  0.6434
Relation Edit Distance Metrics:
	Overall Average:  0.4113
		4-Hop:  0.5459
		2-Hop:  0.3501
		3-Hop:  0.4329

Score for iteration 7900
Answer Metrics
	Hits@1:  0.8396
	Hits@3:  0.9192
	Hits@5:  0.9392
	Hits@10:  0.9613
	Hits@20:  0.9779
	MRR:  0.8845
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8811
		MRR:  0.9040
	2-Hop
		Hits@1:  0.8340
		MRR:  0.8834
	3-Hop
		Hits@1:  0.8182
		MRR:  0.8711
Valid Action Count at Each Step
	Overall Average: 47.7205
		Step 1: 19.4834
		Step 2: 57.7399
		Step 3: 58.1500
		Step 4: 55.5088
Entropy Metrics
	Question Entropy:  0.0572
	Path Entropy:  0.2288
		Step 1:  0.0260
		Step 2:  0.0712
		Step 3:  0.0775
		Step 4:  0.0541
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4383
	Restart Rate:  0.0000
	No-Op Rate:  0.4383
	Cycle Rate:  0.0218
	Backtrack Rate:  0.0000
	Unique Edges:  2.2334
	Redundancy:  0.0049
	Avg Segment Hops:  2.2467
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8336
	Precision:  0.0530
	F1 Score:  0.0916
Relation-Set Overlap Metrics
	Recall:  0.6040
	Precision:  0.6817
	F1 Score:  0.6271
Relation Edit Distance Metrics:
	Overall Average:  0.4226
		4-Hop:  0.5608
		2-Hop:  0.3583
		3-Hop:  0.4477

Score for iteration 8000
Answer Metrics
	Hits@1:  0.8562
	Hits@3:  0.9192
	Hits@5:  0.9358
	Hits@10:  0.9569
	Hits@20:  0.9690
	MRR:  0.8920
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9136
	2-Hop
		Hits@1:  0.8545
		MRR:  0.8946
	3-Hop
		Hits@1:  0.8312
		MRR:  0.8693
Valid Action Count at Each Step
	Overall Average: 55.6427
		Step 1: 19.4834
		Step 2: 78.8139
		Step 3: 65.3974
		Step 4: 58.8761
Entropy Metrics
	Question Entropy:  0.0482
	Path Entropy:  0.1927
		Step 1:  0.0240
		Step 2:  0.0575
		Step 3:  0.0648
		Step 4:  0.0463
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4093
	Restart Rate:  0.0000
	No-Op Rate:  0.4093
	Cycle Rate:  0.0274
	Backtrack Rate:  0.0000
	Unique Edges:  2.3485
	Redundancy:  0.0039
	Avg Segment Hops:  2.3628
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8384
	Precision:  0.0597
	F1 Score:  0.0982
Relation-Set Overlap Metrics
	Recall:  0.6242
	Precision:  0.6848
	F1 Score:  0.6421
Relation Edit Distance Metrics:
	Overall Average:  0.4050
		4-Hop:  0.5473
		2-Hop:  0.3320
		3-Hop:  0.4452

Score for iteration 8100
Answer Metrics
	Hits@1:  0.8462
	Hits@3:  0.9192
	Hits@5:  0.9425
	Hits@10:  0.9646
	Hits@20:  0.9757
	MRR:  0.8892
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8703
		MRR:  0.9015
	2-Hop
		Hits@1:  0.8525
		MRR:  0.8970
	3-Hop
		Hits@1:  0.8139
		MRR:  0.8627
Valid Action Count at Each Step
	Overall Average: 53.7640
		Step 1: 19.4834
		Step 2: 73.7198
		Step 3: 63.5176
		Step 4: 58.3351
Entropy Metrics
	Question Entropy:  0.0557
	Path Entropy:  0.2227
		Step 1:  0.0294
		Step 2:  0.0652
		Step 3:  0.0774
		Step 4:  0.0507
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4264
	Restart Rate:  0.0000
	No-Op Rate:  0.4264
	Cycle Rate:  0.0185
	Backtrack Rate:  0.0000
	Unique Edges:  2.2854
	Redundancy:  0.0023
	Avg Segment Hops:  2.2942
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8342
	Precision:  0.0575
	F1 Score:  0.0950
Relation-Set Overlap Metrics
	Recall:  0.6181
	Precision:  0.6887
	F1 Score:  0.6393
Relation Edit Distance Metrics:
	Overall Average:  0.4062
		4-Hop:  0.5770
		2-Hop:  0.3287
		3-Hop:  0.4329

Score for iteration 8200
Answer Metrics
	Hits@1:  0.8252
	Hits@3:  0.9181
	Hits@5:  0.9480
	Hits@10:  0.9602
	Hits@20:  0.9723
	MRR:  0.8769
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9123
	2-Hop
		Hits@1:  0.8135
		MRR:  0.8739
	3-Hop
		Hits@1:  0.8009
		MRR:  0.8550
Valid Action Count at Each Step
	Overall Average: 51.2503
		Step 1: 19.4834
		Step 2: 67.9004
		Step 3: 60.0474
		Step 4: 57.5698
Entropy Metrics
	Question Entropy:  0.0517
	Path Entropy:  0.2069
		Step 1:  0.0247
		Step 2:  0.0749
		Step 3:  0.0606
		Step 4:  0.0467
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4414
	Restart Rate:  0.0000
	No-Op Rate:  0.4414
	Cycle Rate:  0.0174
	Backtrack Rate:  0.0000
	Unique Edges:  2.2246
	Redundancy:  0.0036
	Avg Segment Hops:  2.2345
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8458
	Precision:  0.0533
	F1 Score:  0.0915
Relation-Set Overlap Metrics
	Recall:  0.6024
	Precision:  0.6902
	F1 Score:  0.6302
Relation Edit Distance Metrics:
	Overall Average:  0.4200
		4-Hop:  0.5270
		2-Hop:  0.3682
		3-Hop:  0.4437

Score for iteration 8300
Answer Metrics
	Hits@1:  0.8186
	Hits@3:  0.9270
	Hits@5:  0.9458
	Hits@10:  0.9668
	Hits@20:  0.9757
	MRR:  0.8753
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8814
	2-Hop
		Hits@1:  0.8258
		MRR:  0.8833
	3-Hop
		Hits@1:  0.7922
		MRR:  0.8535
Valid Action Count at Each Step
	Overall Average: 48.2839
		Step 1: 19.4834
		Step 2: 58.7482
		Step 3: 58.8926
		Step 4: 56.0116
Entropy Metrics
	Question Entropy:  0.0484
	Path Entropy:  0.1935
		Step 1:  0.0255
		Step 2:  0.0662
		Step 3:  0.0544
		Step 4:  0.0475
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4369
	Restart Rate:  0.0000
	No-Op Rate:  0.4369
	Cycle Rate:  0.0130
	Backtrack Rate:  0.0000
	Unique Edges:  2.2445
	Redundancy:  0.0020
	Avg Segment Hops:  2.2522
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8491
	Precision:  0.0509
	F1 Score:  0.0890
Relation-Set Overlap Metrics
	Recall:  0.6150
	Precision:  0.7060
	F1 Score:  0.6446
Relation Edit Distance Metrics:
	Overall Average:  0.4039
		4-Hop:  0.5311
		2-Hop:  0.3595
		3-Hop:  0.3957

Score for iteration 8400
Answer Metrics
	Hits@1:  0.8230
	Hits@3:  0.9060
	Hits@5:  0.9259
	Hits@10:  0.9580
	Hits@20:  0.9735
	MRR:  0.8719
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8270
		MRR:  0.8672
	2-Hop
		Hits@1:  0.8402
		MRR:  0.8884
	3-Hop
		Hits@1:  0.7835
		MRR:  0.8408
Valid Action Count at Each Step
	Overall Average: 49.4988
		Step 1: 19.4834
		Step 2: 62.4755
		Step 3: 58.7788
		Step 4: 57.2576
Entropy Metrics
	Question Entropy:  0.0542
	Path Entropy:  0.2167
		Step 1:  0.0268
		Step 2:  0.0813
		Step 3:  0.0571
		Step 4:  0.0514
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4430
	Restart Rate:  0.0000
	No-Op Rate:  0.4430
	Cycle Rate:  0.0170
	Backtrack Rate:  0.0000
	Unique Edges:  2.2190
	Redundancy:  0.0044
	Avg Segment Hops:  2.2279
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8261
	Precision:  0.0491
	F1 Score:  0.0860
Relation-Set Overlap Metrics
	Recall:  0.5994
	Precision:  0.6809
	F1 Score:  0.6258
Relation Edit Distance Metrics:
	Overall Average:  0.4215
		4-Hop:  0.5649
		2-Hop:  0.3567
		3-Hop:  0.4434

Score for iteration 8500
Answer Metrics
	Hits@1:  0.8485
	Hits@3:  0.9314
	Hits@5:  0.9491
	Hits@10:  0.9602
	Hits@20:  0.9768
	MRR:  0.8923
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9280
	2-Hop
		Hits@1:  0.8607
		MRR:  0.9031
	3-Hop
		Hits@1:  0.7792
		MRR:  0.8409
Valid Action Count at Each Step
	Overall Average: 55.6459
		Step 1: 19.4834
		Step 2: 80.8409
		Step 3: 62.9590
		Step 4: 59.3004
Entropy Metrics
	Question Entropy:  0.0487
	Path Entropy:  0.1948
		Step 1:  0.0213
		Step 2:  0.0713
		Step 3:  0.0552
		Step 4:  0.0469
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4408
	Restart Rate:  0.0000
	No-Op Rate:  0.4408
	Cycle Rate:  0.0218
	Backtrack Rate:  0.0000
	Unique Edges:  2.2246
	Redundancy:  0.0053
	Avg Segment Hops:  2.2367
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8108
	Precision:  0.0480
	F1 Score:  0.0831
Relation-Set Overlap Metrics
	Recall:  0.5925
	Precision:  0.6644
	F1 Score:  0.6141
Relation Edit Distance Metrics:
	Overall Average:  0.4321
		4-Hop:  0.6000
		2-Hop:  0.3415
		3-Hop:  0.4888

Score for iteration 8600
Answer Metrics
	Hits@1:  0.8551
	Hits@3:  0.9358
	Hits@5:  0.9524
	Hits@10:  0.9668
	Hits@20:  0.9779
	MRR:  0.8981
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9209
	2-Hop
		Hits@1:  0.8484
		MRR:  0.8980
	3-Hop
		Hits@1:  0.8398
		MRR:  0.8802
Valid Action Count at Each Step
	Overall Average: 52.3279
		Step 1: 19.4834
		Step 2: 72.0457
		Step 3: 60.7732
		Step 4: 57.0094
Entropy Metrics
	Question Entropy:  0.0514
	Path Entropy:  0.2056
		Step 1:  0.0295
		Step 2:  0.0740
		Step 3:  0.0581
		Step 4:  0.0441
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4433
	Restart Rate:  0.0000
	No-Op Rate:  0.4433
	Cycle Rate:  0.0195
	Backtrack Rate:  0.0000
	Unique Edges:  2.2190
	Redundancy:  0.0042
	Avg Segment Hops:  2.2268
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8182
	Precision:  0.0494
	F1 Score:  0.0855
Relation-Set Overlap Metrics
	Recall:  0.5866
	Precision:  0.6651
	F1 Score:  0.6111
Relation Edit Distance Metrics:
	Overall Average:  0.4345
		4-Hop:  0.6014
		2-Hop:  0.3603
		3-Hop:  0.4574

Score for iteration 8700
Answer Metrics
	Hits@1:  0.8551
	Hits@3:  0.9215
	Hits@5:  0.9480
	Hits@10:  0.9668
	Hits@20:  0.9757
	MRR:  0.8953
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8703
		MRR:  0.9071
	2-Hop
		Hits@1:  0.8545
		MRR:  0.8996
	3-Hop
		Hits@1:  0.8442
		MRR:  0.8769
Valid Action Count at Each Step
	Overall Average: 55.1524
		Step 1: 19.4834
		Step 2: 74.7353
		Step 3: 67.4972
		Step 4: 58.8937
Entropy Metrics
	Question Entropy:  0.0523
	Path Entropy:  0.2092
		Step 1:  0.0271
		Step 2:  0.0746
		Step 3:  0.0720
		Step 4:  0.0354
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4179
	Restart Rate:  0.0000
	No-Op Rate:  0.4179
	Cycle Rate:  0.0238
	Backtrack Rate:  0.0000
	Unique Edges:  2.3197
	Redundancy:  0.0034
	Avg Segment Hops:  2.3285
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8076
	Precision:  0.0559
	F1 Score:  0.0929
Relation-Set Overlap Metrics
	Recall:  0.6079
	Precision:  0.6777
	F1 Score:  0.6292
Relation Edit Distance Metrics:
	Overall Average:  0.4181
		4-Hop:  0.5459
		2-Hop:  0.3589
		3-Hop:  0.4408

Score for iteration 8800
Answer Metrics
	Hits@1:  0.8219
	Hits@3:  0.9004
	Hits@5:  0.9347
	Hits@10:  0.9569
	Hits@20:  0.9690
	MRR:  0.8699
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8811
		MRR:  0.9104
	2-Hop
		Hits@1:  0.7992
		MRR:  0.8578
	3-Hop
		Hits@1:  0.8225
		MRR:  0.8629
Valid Action Count at Each Step
	Overall Average: 60.8839
		Step 1: 19.4834
		Step 2: 90.1300
		Step 3: 73.2654
		Step 4: 60.6569
Entropy Metrics
	Question Entropy:  0.0637
	Path Entropy:  0.2549
		Step 1:  0.0254
		Step 2:  0.0979
		Step 3:  0.0896
		Step 4:  0.0420
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4176
	Restart Rate:  0.0000
	No-Op Rate:  0.4176
	Cycle Rate:  0.0319
	Backtrack Rate:  0.0000
	Unique Edges:  2.3075
	Redundancy:  0.0058
	Avg Segment Hops:  2.3296
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7954
	Precision:  0.0612
	F1 Score:  0.0958
Relation-Set Overlap Metrics
	Recall:  0.5666
	Precision:  0.6209
	F1 Score:  0.5811
Relation Edit Distance Metrics:
	Overall Average:  0.4701
		4-Hop:  0.6122
		2-Hop:  0.4119
		3-Hop:  0.4794

Score for iteration 8900
Answer Metrics
	Hits@1:  0.8462
	Hits@3:  0.9281
	Hits@5:  0.9491
	Hits@10:  0.9668
	Hits@20:  0.9757
	MRR:  0.8915
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9180
	2-Hop
		Hits@1:  0.8443
		MRR:  0.8953
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8624
Valid Action Count at Each Step
	Overall Average: 56.6890
		Step 1: 19.4834
		Step 2: 85.0072
		Step 3: 64.9233
		Step 4: 57.3423
Entropy Metrics
	Question Entropy:  0.0594
	Path Entropy:  0.2375
		Step 1:  0.0206
		Step 2:  0.0998
		Step 3:  0.0759
		Step 4:  0.0412
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4433
	Restart Rate:  0.0000
	No-Op Rate:  0.4433
	Cycle Rate:  0.0258
	Backtrack Rate:  0.0000
	Unique Edges:  2.2135
	Redundancy:  0.0048
	Avg Segment Hops:  2.2268
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8157
	Precision:  0.0494
	F1 Score:  0.0841
Relation-Set Overlap Metrics
	Recall:  0.5752
	Precision:  0.6515
	F1 Score:  0.5990
Relation Edit Distance Metrics:
	Overall Average:  0.4479
		4-Hop:  0.6068
		2-Hop:  0.3700
		3-Hop:  0.4852

Score for iteration 9000
Answer Metrics
	Hits@1:  0.7356
	Hits@3:  0.9093
	Hits@5:  0.9347
	Hits@10:  0.9635
	Hits@20:  0.9757
	MRR:  0.8270
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7027
		MRR:  0.7904
	2-Hop
		Hits@1:  0.8115
		MRR:  0.8771
	3-Hop
		Hits@1:  0.6017
		MRR:  0.7504
Valid Action Count at Each Step
	Overall Average: 53.5599
		Step 1: 19.4834
		Step 2: 71.2252
		Step 3: 64.5947
		Step 4: 58.9363
Entropy Metrics
	Question Entropy:  0.0474
	Path Entropy:  0.1897
		Step 1:  0.0270
		Step 2:  0.0777
		Step 3:  0.0492
		Step 4:  0.0359
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4848
	Restart Rate:  0.0000
	No-Op Rate:  0.4848
	Cycle Rate:  0.0128
	Backtrack Rate:  0.0000
	Unique Edges:  2.0575
	Redundancy:  0.0022
	Avg Segment Hops:  2.0608
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8387
	Precision:  0.0517
	F1 Score:  0.0885
Relation-Set Overlap Metrics
	Recall:  0.5722
	Precision:  0.7020
	F1 Score:  0.6162
Relation Edit Distance Metrics:
	Overall Average:  0.4388
		4-Hop:  0.5919
		2-Hop:  0.3767
		3-Hop:  0.4473

Score for iteration 9100
Answer Metrics
	Hits@1:  0.8219
	Hits@3:  0.9104
	Hits@5:  0.9403
	Hits@10:  0.9602
	Hits@20:  0.9723
	MRR:  0.8714
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8757
		MRR:  0.9055
	2-Hop
		Hits@1:  0.8197
		MRR:  0.8739
	3-Hop
		Hits@1:  0.7835
		MRR:  0.8389
Valid Action Count at Each Step
	Overall Average: 62.0517
		Step 1: 19.4834
		Step 2: 92.5007
		Step 3: 72.2978
		Step 4: 63.9247
Entropy Metrics
	Question Entropy:  0.0415
	Path Entropy:  0.1661
		Step 1:  0.0172
		Step 2:  0.0627
		Step 3:  0.0496
		Step 4:  0.0366
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4159
	Restart Rate:  0.0000
	No-Op Rate:  0.4159
	Cycle Rate:  0.0319
	Backtrack Rate:  0.0000
	Unique Edges:  2.3153
	Redundancy:  0.0055
	Avg Segment Hops:  2.3363
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8139
	Precision:  0.0557
	F1 Score:  0.0928
Relation-Set Overlap Metrics
	Recall:  0.5818
	Precision:  0.6458
	F1 Score:  0.6014
Relation Edit Distance Metrics:
	Overall Average:  0.4481
		4-Hop:  0.5851
		2-Hop:  0.3810
		3-Hop:  0.4802

Score for iteration 9200
Answer Metrics
	Hits@1:  0.8363
	Hits@3:  0.9126
	Hits@5:  0.9314
	Hits@10:  0.9558
	Hits@20:  0.9723
	MRR:  0.8796
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8757
		MRR:  0.9101
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8747
	3-Hop
		Hits@1:  0.8225
		MRR:  0.8655
Valid Action Count at Each Step
	Overall Average: 57.3197
		Step 1: 19.4834
		Step 2: 84.6594
		Step 3: 62.4452
		Step 4: 62.6909
Entropy Metrics
	Question Entropy:  0.0512
	Path Entropy:  0.2048
		Step 1:  0.0224
		Step 2:  0.0912
		Step 3:  0.0355
		Step 4:  0.0557
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4613
	Restart Rate:  0.0000
	No-Op Rate:  0.4613
	Cycle Rate:  0.0219
	Backtrack Rate:  0.0000
	Unique Edges:  2.1305
	Redundancy:  0.0063
	Avg Segment Hops:  2.1549
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8216
	Precision:  0.0520
	F1 Score:  0.0879
Relation-Set Overlap Metrics
	Recall:  0.5682
	Precision:  0.6542
	F1 Score:  0.5967
Relation Edit Distance Metrics:
	Overall Average:  0.4465
		4-Hop:  0.6216
		2-Hop:  0.3755
		3-Hop:  0.4563

Score for iteration 9300
Answer Metrics
	Hits@1:  0.8296
	Hits@3:  0.9226
	Hits@5:  0.9469
	Hits@10:  0.9668
	Hits@20:  0.9790
	MRR:  0.8822
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9328
	2-Hop
		Hits@1:  0.8033
		MRR:  0.8708
	3-Hop
		Hits@1:  0.8225
		MRR:  0.8658
Valid Action Count at Each Step
	Overall Average: 56.5320
		Step 1: 19.4834
		Step 2: 81.6774
		Step 3: 62.7839
		Step 4: 62.1831
Entropy Metrics
	Question Entropy:  0.0543
	Path Entropy:  0.2173
		Step 1:  0.0200
		Step 2:  0.0976
		Step 3:  0.0521
		Step 4:  0.0476
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4466
	Restart Rate:  0.0000
	No-Op Rate:  0.4466
	Cycle Rate:  0.0268
	Backtrack Rate:  0.0000
	Unique Edges:  2.1925
	Redundancy:  0.0053
	Avg Segment Hops:  2.2135
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8503
	Precision:  0.0610
	F1 Score:  0.1014
Relation-Set Overlap Metrics
	Recall:  0.5701
	Precision:  0.6630
	F1 Score:  0.6000
Relation Edit Distance Metrics:
	Overall Average:  0.4465
		4-Hop:  0.6041
		2-Hop:  0.3767
		3-Hop:  0.4679

Score for iteration 9400
Answer Metrics
	Hits@1:  0.8308
	Hits@3:  0.9181
	Hits@5:  0.9425
	Hits@10:  0.9569
	Hits@20:  0.9701
	MRR:  0.8796
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9234
	2-Hop
		Hits@1:  0.8156
		MRR:  0.8762
	3-Hop
		Hits@1:  0.8052
		MRR:  0.8517
Valid Action Count at Each Step
	Overall Average: 61.7159
		Step 1: 19.4834
		Step 2: 92.6834
		Step 3: 67.7197
		Step 4: 66.9771
Entropy Metrics
	Question Entropy:  0.0587
	Path Entropy:  0.2349
		Step 1:  0.0211
		Step 2:  0.0954
		Step 3:  0.0626
		Step 4:  0.0558
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4251
	Restart Rate:  0.0000
	No-Op Rate:  0.4251
	Cycle Rate:  0.0320
	Backtrack Rate:  0.0000
	Unique Edges:  2.2743
	Redundancy:  0.0065
	Avg Segment Hops:  2.2998
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8149
	Precision:  0.0603
	F1 Score:  0.0984
Relation-Set Overlap Metrics
	Recall:  0.5724
	Precision:  0.6400
	F1 Score:  0.5936
Relation Edit Distance Metrics:
	Overall Average:  0.4519
		4-Hop:  0.6000
		2-Hop:  0.3905
		3-Hop:  0.4628

Score for iteration 9500
Answer Metrics
	Hits@1:  0.8230
	Hits@3:  0.9226
	Hits@5:  0.9436
	Hits@10:  0.9613
	Hits@20:  0.9746
	MRR:  0.8767
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9211
	2-Hop
		Hits@1:  0.7992
		MRR:  0.8669
	3-Hop
		Hits@1:  0.8139
		MRR:  0.8618
Valid Action Count at Each Step
	Overall Average: 56.7223
		Step 1: 19.4834
		Step 2: 83.2976
		Step 3: 61.4193
		Step 4: 62.6888
Entropy Metrics
	Question Entropy:  0.0516
	Path Entropy:  0.2065
		Step 1:  0.0175
		Step 2:  0.0848
		Step 3:  0.0388
		Step 4:  0.0653
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4696
	Restart Rate:  0.0000
	No-Op Rate:  0.4696
	Cycle Rate:  0.0164
	Backtrack Rate:  0.0000
	Unique Edges:  2.1184
	Redundancy:  0.0033
	Avg Segment Hops:  2.1217
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8330
	Precision:  0.0543
	F1 Score:  0.0912
Relation-Set Overlap Metrics
	Recall:  0.5551
	Precision:  0.6514
	F1 Score:  0.5866
Relation Edit Distance Metrics:
	Overall Average:  0.4586
		4-Hop:  0.6176
		2-Hop:  0.3822
		3-Hop:  0.4928

Score for iteration 9600
Answer Metrics
	Hits@1:  0.8330
	Hits@3:  0.9215
	Hits@5:  0.9447
	Hits@10:  0.9569
	Hits@20:  0.9701
	MRR:  0.8816
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9254
	2-Hop
		Hits@1:  0.8135
		MRR:  0.8765
	3-Hop
		Hits@1:  0.8139
		MRR:  0.8576
Valid Action Count at Each Step
	Overall Average: 58.4420
		Step 1: 19.4834
		Step 2: 85.1955
		Step 3: 64.7004
		Step 4: 64.3887
Entropy Metrics
	Question Entropy:  0.0538
	Path Entropy:  0.2152
		Step 1:  0.0210
		Step 2:  0.0786
		Step 3:  0.0649
		Step 4:  0.0507
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4513
	Restart Rate:  0.0000
	No-Op Rate:  0.4513
	Cycle Rate:  0.0237
	Backtrack Rate:  0.0000
	Unique Edges:  2.1814
	Redundancy:  0.0073
	Avg Segment Hops:  2.1947
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8246
	Precision:  0.0566
	F1 Score:  0.0941
Relation-Set Overlap Metrics
	Recall:  0.5577
	Precision:  0.6400
	F1 Score:  0.5842
Relation Edit Distance Metrics:
	Overall Average:  0.4601
		4-Hop:  0.5986
		2-Hop:  0.3881
		3-Hop:  0.5011

Score for iteration 9700
Answer Metrics
	Hits@1:  0.8219
	Hits@3:  0.9215
	Hits@5:  0.9436
	Hits@10:  0.9580
	Hits@20:  0.9690
	MRR:  0.8744
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9318
	2-Hop
		Hits@1:  0.8033
		MRR:  0.8694
	3-Hop
		Hits@1:  0.7922
		MRR:  0.8390
Valid Action Count at Each Step
	Overall Average: 60.8704
		Step 1: 19.4834
		Step 2: 90.5021
		Step 3: 69.7450
		Step 4: 63.7512
Entropy Metrics
	Question Entropy:  0.0450
	Path Entropy:  0.1800
		Step 1:  0.0159
		Step 2:  0.0690
		Step 3:  0.0518
		Step 4:  0.0433
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4148
	Restart Rate:  0.0000
	No-Op Rate:  0.4148
	Cycle Rate:  0.0276
	Backtrack Rate:  0.0000
	Unique Edges:  2.3164
	Redundancy:  0.0062
	Avg Segment Hops:  2.3407
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8198
	Precision:  0.0531
	F1 Score:  0.0894
Relation-Set Overlap Metrics
	Recall:  0.5816
	Precision:  0.6431
	F1 Score:  0.6001
Relation Edit Distance Metrics:
	Overall Average:  0.4492
		4-Hop:  0.5811
		2-Hop:  0.3820
		3-Hop:  0.4856

Score for iteration 9800
Answer Metrics
	Hits@1:  0.8451
	Hits@3:  0.9192
	Hits@5:  0.9381
	Hits@10:  0.9591
	Hits@20:  0.9735
	MRR:  0.8870
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9164
	2-Hop
		Hits@1:  0.8381
		MRR:  0.8867
	3-Hop
		Hits@1:  0.8225
		MRR:  0.8642
Valid Action Count at Each Step
	Overall Average: 56.9579
		Step 1: 19.4834
		Step 2: 79.4159
		Step 3: 62.8605
		Step 4: 66.0717
Entropy Metrics
	Question Entropy:  0.0469
	Path Entropy:  0.1876
		Step 1:  0.0142
		Step 2:  0.0654
		Step 3:  0.0415
		Step 4:  0.0666
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4649
	Restart Rate:  0.0000
	No-Op Rate:  0.4649
	Cycle Rate:  0.0180
	Backtrack Rate:  0.0000
	Unique Edges:  2.1195
	Redundancy:  0.0053
	Avg Segment Hops:  2.1405
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8235
	Precision:  0.0535
	F1 Score:  0.0895
Relation-Set Overlap Metrics
	Recall:  0.5657
	Precision:  0.6532
	F1 Score:  0.5947
Relation Edit Distance Metrics:
	Overall Average:  0.4498
		4-Hop:  0.6095
		2-Hop:  0.3678
		3-Hop:  0.4949

Score for iteration 9900
Answer Metrics
	Hits@1:  0.8429
	Hits@3:  0.9259
	Hits@5:  0.9436
	Hits@10:  0.9657
	Hits@20:  0.9768
	MRR:  0.8886
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9134
	2-Hop
		Hits@1:  0.8422
		MRR:  0.8958
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8534
Valid Action Count at Each Step
	Overall Average: 57.2804
		Step 1: 19.4834
		Step 2: 87.2563
		Step 3: 61.8663
		Step 4: 60.5155
Entropy Metrics
	Question Entropy:  0.0507
	Path Entropy:  0.2028
		Step 1:  0.0175
		Step 2:  0.0864
		Step 3:  0.0371
		Step 4:  0.0618
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4569
	Restart Rate:  0.0000
	No-Op Rate:  0.4569
	Cycle Rate:  0.0234
	Backtrack Rate:  0.0000
	Unique Edges:  2.1615
	Redundancy:  0.0033
	Avg Segment Hops:  2.1726
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8034
	Precision:  0.0499
	F1 Score:  0.0847
Relation-Set Overlap Metrics
	Recall:  0.5648
	Precision:  0.6421
	F1 Score:  0.5902
Relation Edit Distance Metrics:
	Overall Average:  0.4516
		4-Hop:  0.6351
		2-Hop:  0.3542
		3-Hop:  0.5105

Score for iteration 10000
Answer Metrics
	Hits@1:  0.8396
	Hits@3:  0.9314
	Hits@5:  0.9469
	Hits@10:  0.9668
	Hits@20:  0.9757
	MRR:  0.8885
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8757
		MRR:  0.9137
	2-Hop
		Hits@1:  0.8258
		MRR:  0.8836
	3-Hop
		Hits@1:  0.8398
		MRR:  0.8789
Valid Action Count at Each Step
	Overall Average: 53.4004
		Step 1: 19.4834
		Step 2: 77.4781
		Step 3: 59.2386
		Step 4: 57.4014
Entropy Metrics
	Question Entropy:  0.0456
	Path Entropy:  0.1823
		Step 1:  0.0172
		Step 2:  0.0813
		Step 3:  0.0361
		Step 4:  0.0478
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4452
	Restart Rate:  0.0000
	No-Op Rate:  0.4452
	Cycle Rate:  0.0222
	Backtrack Rate:  0.0000
	Unique Edges:  2.2135
	Redundancy:  0.0016
	Avg Segment Hops:  2.2190
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8419
	Precision:  0.0512
	F1 Score:  0.0883
Relation-Set Overlap Metrics
	Recall:  0.5904
	Precision:  0.6716
	F1 Score:  0.6173
Relation Edit Distance Metrics:
	Overall Average:  0.4263
		4-Hop:  0.6068
		2-Hop:  0.3490
		3-Hop:  0.4452

Score for iteration 10100
Answer Metrics
	Hits@1:  0.7832
	Hits@3:  0.8838
	Hits@5:  0.9137
	Hits@10:  0.9414
	Hits@20:  0.9569
	MRR:  0.8410
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8270
		MRR:  0.8687
	2-Hop
		Hits@1:  0.7951
		MRR:  0.8557
	3-Hop
		Hits@1:  0.7229
		MRR:  0.7878
Valid Action Count at Each Step
	Overall Average: 58.6999
		Step 1: 19.4834
		Step 2: 92.4194
		Step 3: 60.5376
		Step 4: 62.3593
Entropy Metrics
	Question Entropy:  0.0436
	Path Entropy:  0.1743
		Step 1:  0.0154
		Step 2:  0.0718
		Step 3:  0.0434
		Step 4:  0.0437
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4419
	Restart Rate:  0.0000
	No-Op Rate:  0.4419
	Cycle Rate:  0.0205
	Backtrack Rate:  0.0000
	Unique Edges:  2.2235
	Redundancy:  0.0037
	Avg Segment Hops:  2.2323
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7832
	Precision:  0.0443
	F1 Score:  0.0770
Relation-Set Overlap Metrics
	Recall:  0.5694
	Precision:  0.6434
	F1 Score:  0.5926
Relation Edit Distance Metrics:
	Overall Average:  0.4562
		4-Hop:  0.6216
		2-Hop:  0.3627
		3-Hop:  0.5213

Score for iteration 10200
Answer Metrics
	Hits@1:  0.8131
	Hits@3:  0.9049
	Hits@5:  0.9369
	Hits@10:  0.9524
	Hits@20:  0.9701
	MRR:  0.8672
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9133
	2-Hop
		Hits@1:  0.8135
		MRR:  0.8758
	3-Hop
		Hits@1:  0.7489
		MRR:  0.8121
Valid Action Count at Each Step
	Overall Average: 61.4376
		Step 1: 19.4834
		Step 2: 91.3630
		Step 3: 65.4377
		Step 4: 69.4662
Entropy Metrics
	Question Entropy:  0.0414
	Path Entropy:  0.1655
		Step 1:  0.0182
		Step 2:  0.0692
		Step 3:  0.0287
		Step 4:  0.0493
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4726
	Restart Rate:  0.0000
	No-Op Rate:  0.4726
	Cycle Rate:  0.0167
	Backtrack Rate:  0.0000
	Unique Edges:  2.1007
	Redundancy:  0.0037
	Avg Segment Hops:  2.1095
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8093
	Precision:  0.0490
	F1 Score:  0.0823
Relation-Set Overlap Metrics
	Recall:  0.5542
	Precision:  0.6449
	F1 Score:  0.5840
Relation Edit Distance Metrics:
	Overall Average:  0.4630
		4-Hop:  0.6243
		2-Hop:  0.3791
		3-Hop:  0.5112

Score for iteration 10300
Answer Metrics
	Hits@1:  0.8175
	Hits@3:  0.9215
	Hits@5:  0.9436
	Hits@10:  0.9613
	Hits@20:  0.9779
	MRR:  0.8739
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9130
	2-Hop
		Hits@1:  0.8135
		MRR:  0.8791
	3-Hop
		Hits@1:  0.7706
		MRR:  0.8318
Valid Action Count at Each Step
	Overall Average: 62.6314
		Step 1: 19.4834
		Step 2: 93.3860
		Step 3: 67.2825
		Step 4: 70.3736
Entropy Metrics
	Question Entropy:  0.0470
	Path Entropy:  0.1880
		Step 1:  0.0163
		Step 2:  0.0784
		Step 3:  0.0483
		Step 4:  0.0449
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4577
	Restart Rate:  0.0000
	No-Op Rate:  0.4577
	Cycle Rate:  0.0283
	Backtrack Rate:  0.0000
	Unique Edges:  2.1515
	Redundancy:  0.0058
	Avg Segment Hops:  2.1692
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8162
	Precision:  0.0505
	F1 Score:  0.0852
Relation-Set Overlap Metrics
	Recall:  0.5489
	Precision:  0.6362
	F1 Score:  0.5768
Relation Edit Distance Metrics:
	Overall Average:  0.4737
		4-Hop:  0.6297
		2-Hop:  0.3878
		3-Hop:  0.5303

Score for iteration 10400
Answer Metrics
	Hits@1:  0.8385
	Hits@3:  0.9270
	Hits@5:  0.9491
	Hits@10:  0.9657
	Hits@20:  0.9823
	MRR:  0.8882
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9194
	2-Hop
		Hits@1:  0.8443
		MRR:  0.8993
	3-Hop
		Hits@1:  0.7792
		MRR:  0.8397
Valid Action Count at Each Step
	Overall Average: 57.2630
		Step 1: 19.4834
		Step 2: 85.1008
		Step 3: 62.8682
		Step 4: 61.5995
Entropy Metrics
	Question Entropy:  0.0433
	Path Entropy:  0.1733
		Step 1:  0.0195
		Step 2:  0.0616
		Step 3:  0.0507
		Step 4:  0.0415
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4605
	Restart Rate:  0.0000
	No-Op Rate:  0.4605
	Cycle Rate:  0.0183
	Backtrack Rate:  0.0000
	Unique Edges:  2.1482
	Redundancy:  0.0029
	Avg Segment Hops:  2.1582
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8239
	Precision:  0.0539
	F1 Score:  0.0900
Relation-Set Overlap Metrics
	Recall:  0.5808
	Precision:  0.6689
	F1 Score:  0.6094
Relation Edit Distance Metrics:
	Overall Average:  0.4377
		4-Hop:  0.6135
		2-Hop:  0.3482
		3-Hop:  0.4859

Score for iteration 10500
Answer Metrics
	Hits@1:  0.7954
	Hits@3:  0.9115
	Hits@5:  0.9369
	Hits@10:  0.9646
	Hits@20:  0.9757
	MRR:  0.8588
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8541
		MRR:  0.8943
	2-Hop
		Hits@1:  0.7910
		MRR:  0.8639
	3-Hop
		Hits@1:  0.7576
		MRR:  0.8195
Valid Action Count at Each Step
	Overall Average: 56.1617
		Step 1: 19.4834
		Step 2: 84.5961
		Step 3: 61.1908
		Step 4: 59.3765
Entropy Metrics
	Question Entropy:  0.0462
	Path Entropy:  0.1847
		Step 1:  0.0191
		Step 2:  0.0687
		Step 3:  0.0504
		Step 4:  0.0465
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4674
	Restart Rate:  0.0000
	No-Op Rate:  0.4674
	Cycle Rate:  0.0183
	Backtrack Rate:  0.0000
	Unique Edges:  2.1217
	Redundancy:  0.0026
	Avg Segment Hops:  2.1305
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8103
	Precision:  0.0472
	F1 Score:  0.0814
Relation-Set Overlap Metrics
	Recall:  0.5590
	Precision:  0.6496
	F1 Score:  0.5888
Relation Edit Distance Metrics:
	Overall Average:  0.4593
		4-Hop:  0.6338
		2-Hop:  0.3726
		3-Hop:  0.5025

Score for iteration 10600
Answer Metrics
	Hits@1:  0.8518
	Hits@3:  0.9358
	Hits@5:  0.9491
	Hits@10:  0.9646
	Hits@20:  0.9790
	MRR:  0.8964
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9182
	2-Hop
		Hits@1:  0.8443
		MRR:  0.8972
	3-Hop
		Hits@1:  0.8355
		MRR:  0.8774
Valid Action Count at Each Step
	Overall Average: 53.7042
		Step 1: 19.4834
		Step 2: 78.0301
		Step 3: 61.0101
		Step 4: 56.2933
Entropy Metrics
	Question Entropy:  0.0474
	Path Entropy:  0.1897
		Step 1:  0.0200
		Step 2:  0.0748
		Step 3:  0.0611
		Step 4:  0.0338
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4403
	Restart Rate:  0.0000
	No-Op Rate:  0.4403
	Cycle Rate:  0.0226
	Backtrack Rate:  0.0000
	Unique Edges:  2.2312
	Redundancy:  0.0034
	Avg Segment Hops:  2.2389
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8240
	Precision:  0.0532
	F1 Score:  0.0906
Relation-Set Overlap Metrics
	Recall:  0.5953
	Precision:  0.6767
	F1 Score:  0.6209
Relation Edit Distance Metrics:
	Overall Average:  0.4242
		4-Hop:  0.5838
		2-Hop:  0.3542
		3-Hop:  0.4444

Score for iteration 10700
Answer Metrics
	Hits@1:  0.8440
	Hits@3:  0.9215
	Hits@5:  0.9392
	Hits@10:  0.9558
	Hits@20:  0.9723
	MRR:  0.8851
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9262
	2-Hop
		Hits@1:  0.8381
		MRR:  0.8844
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8537
Valid Action Count at Each Step
	Overall Average: 58.1513
		Step 1: 19.4834
		Step 2: 87.3104
		Step 3: 64.7470
		Step 4: 61.0644
Entropy Metrics
	Question Entropy:  0.0452
	Path Entropy:  0.1809
		Step 1:  0.0220
		Step 2:  0.0723
		Step 3:  0.0551
		Step 4:  0.0315
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4248
	Restart Rate:  0.0000
	No-Op Rate:  0.4248
	Cycle Rate:  0.0227
	Backtrack Rate:  0.0000
	Unique Edges:  2.2898
	Redundancy:  0.0041
	Avg Segment Hops:  2.3009
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7969
	Precision:  0.0472
	F1 Score:  0.0802
Relation-Set Overlap Metrics
	Recall:  0.5948
	Precision:  0.6613
	F1 Score:  0.6152
Relation Edit Distance Metrics:
	Overall Average:  0.4313
		4-Hop:  0.5932
		2-Hop:  0.3504
		3-Hop:  0.4726

Score for iteration 10800
Answer Metrics
	Hits@1:  0.8097
	Hits@3:  0.9204
	Hits@5:  0.9425
	Hits@10:  0.9569
	Hits@20:  0.9746
	MRR:  0.8692
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9126
	2-Hop
		Hits@1:  0.8217
		MRR:  0.8826
	3-Hop
		Hits@1:  0.7186
		MRR:  0.8062
Valid Action Count at Each Step
	Overall Average: 55.5670
		Step 1: 19.4834
		Step 2: 82.0051
		Step 3: 60.6806
		Step 4: 60.0989
Entropy Metrics
	Question Entropy:  0.0385
	Path Entropy:  0.1539
		Step 1:  0.0215
		Step 2:  0.0677
		Step 3:  0.0301
		Step 4:  0.0345
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4599
	Restart Rate:  0.0000
	No-Op Rate:  0.4599
	Cycle Rate:  0.0159
	Backtrack Rate:  0.0000
	Unique Edges:  2.1571
	Redundancy:  0.0021
	Avg Segment Hops:  2.1604
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8156
	Precision:  0.0509
	F1 Score:  0.0855
Relation-Set Overlap Metrics
	Recall:  0.5792
	Precision:  0.6783
	F1 Score:  0.6118
Relation Edit Distance Metrics:
	Overall Average:  0.4370
		4-Hop:  0.5770
		2-Hop:  0.3555
		3-Hop:  0.4971

Score for iteration 10900
Answer Metrics
	Hits@1:  0.7102
	Hits@3:  0.8385
	Hits@5:  0.8938
	Hits@10:  0.9392
	Hits@20:  0.9624
	MRR:  0.7904
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8162
		MRR:  0.8710
	2-Hop
		Hits@1:  0.7295
		MRR:  0.8133
	3-Hop
		Hits@1:  0.5844
		MRR:  0.6774
Valid Action Count at Each Step
	Overall Average: 56.7385
		Step 1: 19.4834
		Step 2: 83.7132
		Step 3: 62.4162
		Step 4: 61.3412
Entropy Metrics
	Question Entropy:  0.0368
	Path Entropy:  0.1472
		Step 1:  0.0174
		Step 2:  0.0695
		Step 3:  0.0262
		Step 4:  0.0341
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4508
	Restart Rate:  0.0000
	No-Op Rate:  0.4508
	Cycle Rate:  0.0109
	Backtrack Rate:  0.0000
	Unique Edges:  2.1925
	Redundancy:  0.0024
	Avg Segment Hops:  2.1969
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7806
	Precision:  0.0406
	F1 Score:  0.0734
Relation-Set Overlap Metrics
	Recall:  0.5587
	Precision:  0.6306
	F1 Score:  0.5818
Relation Edit Distance Metrics:
	Overall Average:  0.4643
		4-Hop:  0.6041
		2-Hop:  0.3789
		3-Hop:  0.5328

Score for iteration 11000
Answer Metrics
	Hits@1:  0.6825
	Hits@3:  0.8650
	Hits@5:  0.9060
	Hits@10:  0.9369
	Hits@20:  0.9657
	MRR:  0.7818
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7684
		MRR:  0.8376
	3-Hop
		Hits@1:  0.6970
		MRR:  0.7752
	4-Hop
		Hits@1:  0.4378
		MRR:  0.6431
Valid Action Count at Each Step
	Overall Average: 62.2278
		Step 1: 19.4834
		Step 2: 85.6182
		Step 3: 76.0985
		Step 4: 67.7109
Entropy Metrics
	Question Entropy:  0.0257
	Path Entropy:  0.1026
		Step 1:  0.0120
		Step 2:  0.0363
		Step 3:  0.0213
		Step 4:  0.0330
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4112
	Restart Rate:  0.0000
	No-Op Rate:  0.4112
	Cycle Rate:  0.0234
	Backtrack Rate:  0.0000
	Unique Edges:  2.3485
	Redundancy:  0.0020
	Avg Segment Hops:  2.3551
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8500
	Precision:  0.0477
	F1 Score:  0.0847
Relation-Set Overlap Metrics
	Recall:  0.5666
	Precision:  0.6248
	F1 Score:  0.5857
Relation Edit Distance Metrics:
	Overall Average:  0.4548
		4-Hop:  0.6541
		2-Hop:  0.3904
		3-Hop:  0.4315

Score for iteration 11100
Answer Metrics
	Hits@1:  0.8363
	Hits@3:  0.9259
	Hits@5:  0.9392
	Hits@10:  0.9591
	Hits@20:  0.9757
	MRR:  0.8837
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8811
		MRR:  0.9138
	2-Hop
		Hits@1:  0.8340
		MRR:  0.8884
	3-Hop
		Hits@1:  0.8052
		MRR:  0.8494
Valid Action Count at Each Step
	Overall Average: 60.1929
		Step 1: 19.4834
		Step 2: 88.4512
		Step 3: 66.5373
		Step 4: 66.2998
Entropy Metrics
	Question Entropy:  0.0296
	Path Entropy:  0.1183
		Step 1:  0.0166
		Step 2:  0.0450
		Step 3:  0.0255
		Step 4:  0.0312
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4444
	Restart Rate:  0.0000
	No-Op Rate:  0.4444
	Cycle Rate:  0.0200
	Backtrack Rate:  0.0000
	Unique Edges:  2.2179
	Redundancy:  0.0037
	Avg Segment Hops:  2.2223
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8420
	Precision:  0.0498
	F1 Score:  0.0859
Relation-Set Overlap Metrics
	Recall:  0.5861
	Precision:  0.6665
	F1 Score:  0.6121
Relation Edit Distance Metrics:
	Overall Average:  0.4340
		4-Hop:  0.5986
		2-Hop:  0.3596
		3-Hop:  0.4592

Score for iteration 11200
Answer Metrics
	Hits@1:  0.8086
	Hits@3:  0.9071
	Hits@5:  0.9259
	Hits@10:  0.9535
	Hits@20:  0.9701
	MRR:  0.8621
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9210
	2-Hop
		Hits@1:  0.7930
		MRR:  0.8569
	3-Hop
		Hits@1:  0.7749
		MRR:  0.8259
Valid Action Count at Each Step
	Overall Average: 56.1386
		Step 1: 19.4834
		Step 2: 79.3011
		Step 3: 62.8255
		Step 4: 62.9442
Entropy Metrics
	Question Entropy:  0.0517
	Path Entropy:  0.2067
		Step 1:  0.0202
		Step 2:  0.0851
		Step 3:  0.0531
		Step 4:  0.0483
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4538
	Restart Rate:  0.0000
	No-Op Rate:  0.4538
	Cycle Rate:  0.0265
	Backtrack Rate:  0.0000
	Unique Edges:  2.1681
	Redundancy:  0.0053
	Avg Segment Hops:  2.1847
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8147
	Precision:  0.0545
	F1 Score:  0.0903
Relation-Set Overlap Metrics
	Recall:  0.5666
	Precision:  0.6574
	F1 Score:  0.5952
Relation Edit Distance Metrics:
	Overall Average:  0.4529
		4-Hop:  0.6000
		2-Hop:  0.3844
		3-Hop:  0.4798

Score for iteration 11300
Answer Metrics
	Hits@1:  0.8451
	Hits@3:  0.9226
	Hits@5:  0.9336
	Hits@10:  0.9569
	Hits@20:  0.9723
	MRR:  0.8881
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9339
	2-Hop
		Hits@1:  0.8361
		MRR:  0.8850
	3-Hop
		Hits@1:  0.8139
		MRR:  0.8579
Valid Action Count at Each Step
	Overall Average: 60.1532
		Step 1: 19.4834
		Step 2: 88.8594
		Step 3: 68.2234
		Step 4: 64.0465
Entropy Metrics
	Question Entropy:  0.0439
	Path Entropy:  0.1756
		Step 1:  0.0163
		Step 2:  0.0745
		Step 3:  0.0553
		Step 4:  0.0295
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4414
	Restart Rate:  0.0000
	No-Op Rate:  0.4414
	Cycle Rate:  0.0258
	Backtrack Rate:  0.0000
	Unique Edges:  2.2235
	Redundancy:  0.0041
	Avg Segment Hops:  2.2345
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8284
	Precision:  0.0683
	F1 Score:  0.1056
Relation-Set Overlap Metrics
	Recall:  0.5786
	Precision:  0.6560
	F1 Score:  0.6025
Relation Edit Distance Metrics:
	Overall Average:  0.4424
		4-Hop:  0.6122
		2-Hop:  0.3624
		3-Hop:  0.4755

Score for iteration 11400
Answer Metrics
	Hits@1:  0.8407
	Hits@3:  0.9270
	Hits@5:  0.9414
	Hits@10:  0.9613
	Hits@20:  0.9757
	MRR:  0.8877
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9199
	2-Hop
		Hits@1:  0.8361
		MRR:  0.8863
	3-Hop
		Hits@1:  0.8139
		MRR:  0.8649
Valid Action Count at Each Step
	Overall Average: 55.1588
		Step 1: 19.4834
		Step 2: 78.6138
		Step 3: 66.0187
		Step 4: 56.5193
Entropy Metrics
	Question Entropy:  0.0450
	Path Entropy:  0.1801
		Step 1:  0.0159
		Step 2:  0.0643
		Step 3:  0.0638
		Step 4:  0.0362
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4325
	Restart Rate:  0.0000
	No-Op Rate:  0.4325
	Cycle Rate:  0.0232
	Backtrack Rate:  0.0000
	Unique Edges:  2.2588
	Redundancy:  0.0039
	Avg Segment Hops:  2.2699
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8064
	Precision:  0.0500
	F1 Score:  0.0846
Relation-Set Overlap Metrics
	Recall:  0.6069
	Precision:  0.6755
	F1 Score:  0.6261
Relation Edit Distance Metrics:
	Overall Average:  0.4248
		4-Hop:  0.5973
		2-Hop:  0.3514
		3-Hop:  0.4416

Score for iteration 11500
Answer Metrics
	Hits@1:  0.8462
	Hits@3:  0.9303
	Hits@5:  0.9458
	Hits@10:  0.9646
	Hits@20:  0.9790
	MRR:  0.8922
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9284
	2-Hop
		Hits@1:  0.8422
		MRR:  0.8937
	3-Hop
		Hits@1:  0.8139
		MRR:  0.8602
Valid Action Count at Each Step
	Overall Average: 57.1153
		Step 1: 19.4834
		Step 2: 82.1637
		Step 3: 64.7781
		Step 4: 62.0362
Entropy Metrics
	Question Entropy:  0.0444
	Path Entropy:  0.1776
		Step 1:  0.0181
		Step 2:  0.0886
		Step 3:  0.0387
		Step 4:  0.0322
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4527
	Restart Rate:  0.0000
	No-Op Rate:  0.4527
	Cycle Rate:  0.0211
	Backtrack Rate:  0.0000
	Unique Edges:  2.1781
	Redundancy:  0.0042
	Avg Segment Hops:  2.1892
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8259
	Precision:  0.0533
	F1 Score:  0.0906
Relation-Set Overlap Metrics
	Recall:  0.5890
	Precision:  0.6736
	F1 Score:  0.6161
Relation Edit Distance Metrics:
	Overall Average:  0.4296
		4-Hop:  0.6122
		2-Hop:  0.3501
		3-Hop:  0.4513

Score for iteration 11600
Answer Metrics
	Hits@1:  0.8274
	Hits@3:  0.9281
	Hits@5:  0.9425
	Hits@10:  0.9635
	Hits@20:  0.9768
	MRR:  0.8800
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9350
	2-Hop
		Hits@1:  0.8156
		MRR:  0.8776
	3-Hop
		Hits@1:  0.7879
		MRR:  0.8410
Valid Action Count at Each Step
	Overall Average: 57.3218
		Step 1: 19.4834
		Step 2: 83.8540
		Step 3: 63.7680
		Step 4: 62.1818
Entropy Metrics
	Question Entropy:  0.0430
	Path Entropy:  0.1722
		Step 1:  0.0183
		Step 2:  0.0885
		Step 3:  0.0349
		Step 4:  0.0305
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4450
	Restart Rate:  0.0000
	No-Op Rate:  0.4450
	Cycle Rate:  0.0184
	Backtrack Rate:  0.0000
	Unique Edges:  2.2157
	Redundancy:  0.0012
	Avg Segment Hops:  2.2201
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8255
	Precision:  0.0496
	F1 Score:  0.0858
Relation-Set Overlap Metrics
	Recall:  0.5842
	Precision:  0.6587
	F1 Score:  0.6080
Relation Edit Distance Metrics:
	Overall Average:  0.4360
		4-Hop:  0.6108
		2-Hop:  0.3610
		3-Hop:  0.4545

Score for iteration 11700
Answer Metrics
	Hits@1:  0.8496
	Hits@3:  0.9259
	Hits@5:  0.9458
	Hits@10:  0.9624
	Hits@20:  0.9768
	MRR:  0.8916
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9221
	2-Hop
		Hits@1:  0.8525
		MRR:  0.8981
	3-Hop
		Hits@1:  0.8139
		MRR:  0.8535
Valid Action Count at Each Step
	Overall Average: 54.8989
		Step 1: 19.4834
		Step 2: 70.9618
		Step 3: 63.6451
		Step 4: 65.5051
Entropy Metrics
	Question Entropy:  0.0396
	Path Entropy:  0.1584
		Step 1:  0.0200
		Step 2:  0.0564
		Step 3:  0.0388
		Step 4:  0.0431
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4381
	Restart Rate:  0.0000
	No-Op Rate:  0.4381
	Cycle Rate:  0.0147
	Backtrack Rate:  0.0000
	Unique Edges:  2.2445
	Redundancy:  0.0032
	Avg Segment Hops:  2.2478
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8372
	Precision:  0.0514
	F1 Score:  0.0885
Relation-Set Overlap Metrics
	Recall:  0.6127
	Precision:  0.6935
	F1 Score:  0.6395
Relation Edit Distance Metrics:
	Overall Average:  0.4062
		4-Hop:  0.5284
		2-Hop:  0.3463
		3-Hop:  0.4351

Score for iteration 11800
Answer Metrics
	Hits@1:  0.8042
	Hits@3:  0.9093
	Hits@5:  0.9369
	Hits@10:  0.9569
	Hits@20:  0.9701
	MRR:  0.8629
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9358
	2-Hop
		Hits@1:  0.7766
		MRR:  0.8516
	3-Hop
		Hits@1:  0.7749
		MRR:  0.8284
Valid Action Count at Each Step
	Overall Average: 55.6256
		Step 1: 19.4834
		Step 2: 78.7623
		Step 3: 63.4266
		Step 4: 60.8302
Entropy Metrics
	Question Entropy:  0.0315
	Path Entropy:  0.1261
		Step 1:  0.0171
		Step 2:  0.0545
		Step 3:  0.0248
		Step 4:  0.0297
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4671
	Restart Rate:  0.0000
	No-Op Rate:  0.4671
	Cycle Rate:  0.0101
	Backtrack Rate:  0.0000
	Unique Edges:  2.1305
	Redundancy:  0.0004
	Avg Segment Hops:  2.1316
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8335
	Precision:  0.0493
	F1 Score:  0.0840
Relation-Set Overlap Metrics
	Recall:  0.5834
	Precision:  0.6919
	F1 Score:  0.6188
Relation Edit Distance Metrics:
	Overall Average:  0.4339
		4-Hop:  0.5892
		2-Hop:  0.3726
		3-Hop:  0.4390

Score for iteration 11900
Answer Metrics
	Hits@1:  0.8485
	Hits@3:  0.9281
	Hits@5:  0.9469
	Hits@10:  0.9646
	Hits@20:  0.9757
	MRR:  0.8930
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9242
	2-Hop
		Hits@1:  0.8545
		MRR:  0.9033
	3-Hop
		Hits@1:  0.8052
		MRR:  0.8461
Valid Action Count at Each Step
	Overall Average: 54.6092
		Step 1: 19.4834
		Step 2: 75.4516
		Step 3: 64.3597
		Step 4: 59.1421
Entropy Metrics
	Question Entropy:  0.0371
	Path Entropy:  0.1485
		Step 1:  0.0179
		Step 2:  0.0602
		Step 3:  0.0390
		Step 4:  0.0314
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4076
	Restart Rate:  0.0000
	No-Op Rate:  0.4076
	Cycle Rate:  0.0220
	Backtrack Rate:  0.0000
	Unique Edges:  2.3650
	Redundancy:  0.0014
	Avg Segment Hops:  2.3695
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8216
	Precision:  0.0484
	F1 Score:  0.0841
Relation-Set Overlap Metrics
	Recall:  0.6345
	Precision:  0.7006
	F1 Score:  0.6551
Relation Edit Distance Metrics:
	Overall Average:  0.3931
		4-Hop:  0.4946
		2-Hop:  0.3497
		3-Hop:  0.4033

Score for iteration 12000
Answer Metrics
	Hits@1:  0.8418
	Hits@3:  0.9369
	Hits@5:  0.9646
	Hits@10:  0.9845
	Hits@20:  0.9856
	MRR:  0.8935
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9268
	2-Hop
		Hits@1:  0.8299
		MRR:  0.8931
	3-Hop
		Hits@1:  0.8268
		MRR:  0.8679
Valid Action Count at Each Step
	Overall Average: 54.8626
		Step 1: 19.4834
		Step 2: 76.5804
		Step 3: 62.7010
		Step 4: 60.6854
Entropy Metrics
	Question Entropy:  0.0403
	Path Entropy:  0.1614
		Step 1:  0.0188
		Step 2:  0.0745
		Step 3:  0.0283
		Step 4:  0.0399
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4538
	Restart Rate:  0.0000
	No-Op Rate:  0.4538
	Cycle Rate:  0.0156
	Backtrack Rate:  0.0000
	Unique Edges:  2.1781
	Redundancy:  0.0031
	Avg Segment Hops:  2.1847
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8306
	Precision:  0.0529
	F1 Score:  0.0901
Relation-Set Overlap Metrics
	Recall:  0.6086
	Precision:  0.6972
	F1 Score:  0.6379
Relation Edit Distance Metrics:
	Overall Average:  0.4109
		4-Hop:  0.5541
		2-Hop:  0.3542
		3-Hop:  0.4159

Score for iteration 12100
Answer Metrics
	Hits@1:  0.8440
	Hits@3:  0.9303
	Hits@5:  0.9524
	Hits@10:  0.9690
	Hits@20:  0.9812
	MRR:  0.8917
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8703
		MRR:  0.9081
	2-Hop
		Hits@1:  0.8463
		MRR:  0.9009
	3-Hop
		Hits@1:  0.8182
		MRR:  0.8591
Valid Action Count at Each Step
	Overall Average: 55.8828
		Step 1: 19.4834
		Step 2: 81.6168
		Step 3: 63.2433
		Step 4: 59.1875
Entropy Metrics
	Question Entropy:  0.0488
	Path Entropy:  0.1951
		Step 1:  0.0184
		Step 2:  0.0813
		Step 3:  0.0606
		Step 4:  0.0348
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4239
	Restart Rate:  0.0000
	No-Op Rate:  0.4239
	Cycle Rate:  0.0271
	Backtrack Rate:  0.0000
	Unique Edges:  2.2942
	Redundancy:  0.0029
	Avg Segment Hops:  2.3042
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8136
	Precision:  0.0522
	F1 Score:  0.0886
Relation-Set Overlap Metrics
	Recall:  0.6219
	Precision:  0.6870
	F1 Score:  0.6405
Relation Edit Distance Metrics:
	Overall Average:  0.4104
		4-Hop:  0.5473
		2-Hop:  0.3470
		3-Hop:  0.4347

Score for iteration 12200
Answer Metrics
	Hits@1:  0.8429
	Hits@3:  0.9248
	Hits@5:  0.9480
	Hits@10:  0.9624
	Hits@20:  0.9701
	MRR:  0.8889
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8757
		MRR:  0.9202
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8819
	3-Hop
		Hits@1:  0.8485
		MRR:  0.8786
Valid Action Count at Each Step
	Overall Average: 55.9725
		Step 1: 19.4834
		Step 2: 78.7810
		Step 3: 67.0061
		Step 4: 58.6194
Entropy Metrics
	Question Entropy:  0.0429
	Path Entropy:  0.1717
		Step 1:  0.0148
		Step 2:  0.0685
		Step 3:  0.0597
		Step 4:  0.0287
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3946
	Restart Rate:  0.0000
	No-Op Rate:  0.3946
	Cycle Rate:  0.0339
	Backtrack Rate:  0.0000
	Unique Edges:  2.4060
	Redundancy:  0.0065
	Avg Segment Hops:  2.4215
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8238
	Precision:  0.0493
	F1 Score:  0.0845
Relation-Set Overlap Metrics
	Recall:  0.6447
	Precision:  0.6959
	F1 Score:  0.6571
Relation Edit Distance Metrics:
	Overall Average:  0.3968
		4-Hop:  0.4743
		2-Hop:  0.3665
		3-Hop:  0.3990

Score for iteration 12300
Answer Metrics
	Hits@1:  0.6438
	Hits@3:  0.7965
	Hits@5:  0.8341
	Hits@10:  0.8905
	Hits@20:  0.9226
	MRR:  0.7315
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7514
		MRR:  0.8245
	2-Hop
		Hits@1:  0.6496
		MRR:  0.7419
	3-Hop
		Hits@1:  0.5455
		MRR:  0.6351
Valid Action Count at Each Step
	Overall Average: 51.5080
		Step 1: 19.4834
		Step 2: 70.0937
		Step 3: 59.6619
		Step 4: 56.7930
Entropy Metrics
	Question Entropy:  0.0401
	Path Entropy:  0.1603
		Step 1:  0.0198
		Step 2:  0.0497
		Step 3:  0.0550
		Step 4:  0.0359
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3957
	Restart Rate:  0.0000
	No-Op Rate:  0.3957
	Cycle Rate:  0.0454
	Backtrack Rate:  0.0000
	Unique Edges:  2.3761
	Redundancy:  0.0147
	Avg Segment Hops:  2.4170
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7791
	Precision:  0.0466
	F1 Score:  0.0812
Relation-Set Overlap Metrics
	Recall:  0.5491
	Precision:  0.5922
	F1 Score:  0.5539
Relation Edit Distance Metrics:
	Overall Average:  0.5180
		4-Hop:  0.5500
		2-Hop:  0.4879
		3-Hop:  0.5559

Score for iteration 12400
Answer Metrics
	Hits@1:  0.7600
	Hits@3:  0.8728
	Hits@5:  0.9049
	Hits@10:  0.9381
	Hits@20:  0.9546
	MRR:  0.8258
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8595
		MRR:  0.9017
	2-Hop
		Hits@1:  0.7889
		MRR:  0.8561
	3-Hop
		Hits@1:  0.6190
		MRR:  0.7010
Valid Action Count at Each Step
	Overall Average: 52.2421
		Step 1: 19.4834
		Step 2: 72.0564
		Step 3: 60.2120
		Step 4: 57.2167
Entropy Metrics
	Question Entropy:  0.0435
	Path Entropy:  0.1739
		Step 1:  0.0184
		Step 2:  0.0627
		Step 3:  0.0629
		Step 4:  0.0299
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4303
	Restart Rate:  0.0000
	No-Op Rate:  0.4303
	Cycle Rate:  0.0266
	Backtrack Rate:  0.0000
	Unique Edges:  2.2666
	Redundancy:  0.0065
	Avg Segment Hops:  2.2788
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8126
	Precision:  0.0553
	F1 Score:  0.0929
Relation-Set Overlap Metrics
	Recall:  0.5811
	Precision:  0.6531
	F1 Score:  0.6028
Relation Edit Distance Metrics:
	Overall Average:  0.4534
		4-Hop:  0.5257
		2-Hop:  0.3899
		3-Hop:  0.5296

Score for iteration 12500
Answer Metrics
	Hits@1:  0.8319
	Hits@3:  0.9115
	Hits@5:  0.9358
	Hits@10:  0.9558
	Hits@20:  0.9723
	MRR:  0.8774
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9212
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8773
	3-Hop
		Hits@1:  0.7879
		MRR:  0.8427
Valid Action Count at Each Step
	Overall Average: 55.6642
		Step 1: 19.4834
		Step 2: 80.0093
		Step 3: 63.9382
		Step 4: 59.2259
Entropy Metrics
	Question Entropy:  0.0368
	Path Entropy:  0.1473
		Step 1:  0.0157
		Step 2:  0.0539
		Step 3:  0.0514
		Step 4:  0.0263
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4300
	Restart Rate:  0.0000
	No-Op Rate:  0.4300
	Cycle Rate:  0.0311
	Backtrack Rate:  0.0000
	Unique Edges:  2.2588
	Redundancy:  0.0076
	Avg Segment Hops:  2.2799
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8070
	Precision:  0.0591
	F1 Score:  0.0955
Relation-Set Overlap Metrics
	Recall:  0.5879
	Precision:  0.6574
	F1 Score:  0.6081
Relation Edit Distance Metrics:
	Overall Average:  0.4426
		4-Hop:  0.5878
		2-Hop:  0.3694
		3-Hop:  0.4809

Score for iteration 12600
Answer Metrics
	Hits@1:  0.8473
	Hits@3:  0.9292
	Hits@5:  0.9513
	Hits@10:  0.9646
	Hits@20:  0.9768
	MRR:  0.8919
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8811
		MRR:  0.9202
	2-Hop
		Hits@1:  0.8299
		MRR:  0.8841
	3-Hop
		Hits@1:  0.8571
		MRR:  0.8859
Valid Action Count at Each Step
	Overall Average: 53.5425
		Step 1: 19.4834
		Step 2: 72.0310
		Step 3: 63.8651
		Step 4: 58.7905
Entropy Metrics
	Question Entropy:  0.0337
	Path Entropy:  0.1349
		Step 1:  0.0088
		Step 2:  0.0534
		Step 3:  0.0364
		Step 4:  0.0364
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4317
	Restart Rate:  0.0000
	No-Op Rate:  0.4317
	Cycle Rate:  0.0283
	Backtrack Rate:  0.0000
	Unique Edges:  2.2577
	Redundancy:  0.0041
	Avg Segment Hops:  2.2732
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8137
	Precision:  0.0496
	F1 Score:  0.0844
Relation-Set Overlap Metrics
	Recall:  0.6059
	Precision:  0.6834
	F1 Score:  0.6299
Relation Edit Distance Metrics:
	Overall Average:  0.4229
		4-Hop:  0.5662
		2-Hop:  0.3700
		3-Hop:  0.4199

Score for iteration 12700
Answer Metrics
	Hits@1:  0.8208
	Hits@3:  0.9170
	Hits@5:  0.9414
	Hits@10:  0.9635
	Hits@20:  0.9790
	MRR:  0.8744
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9388
	2-Hop
		Hits@1:  0.7910
		MRR:  0.8579
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8576
Valid Action Count at Each Step
	Overall Average: 48.9986
		Step 1: 19.4834
		Step 2: 60.7307
		Step 3: 60.0856
		Step 4: 55.6948
Entropy Metrics
	Question Entropy:  0.0253
	Path Entropy:  0.1013
		Step 1:  0.0147
		Step 2:  0.0317
		Step 3:  0.0221
		Step 4:  0.0327
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4618
	Restart Rate:  0.0000
	No-Op Rate:  0.4618
	Cycle Rate:  0.0112
	Backtrack Rate:  0.0000
	Unique Edges:  2.1460
	Redundancy:  0.0040
	Avg Segment Hops:  2.1527
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8204
	Precision:  0.0475
	F1 Score:  0.0823
Relation-Set Overlap Metrics
	Recall:  0.6106
	Precision:  0.7176
	F1 Score:  0.6463
Relation Edit Distance Metrics:
	Overall Average:  0.4029
		4-Hop:  0.5365
		2-Hop:  0.3603
		3-Hop:  0.3860

Score for iteration 12800
Answer Metrics
	Hits@1:  0.8507
	Hits@3:  0.9259
	Hits@5:  0.9403
	Hits@10:  0.9591
	Hits@20:  0.9790
	MRR:  0.8936
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9366
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8821
	3-Hop
		Hits@1:  0.8528
		MRR:  0.8833
Valid Action Count at Each Step
	Overall Average: 52.4286
		Step 1: 19.4834
		Step 2: 73.3676
		Step 3: 63.6444
		Step 4: 53.2190
Entropy Metrics
	Question Entropy:  0.0396
	Path Entropy:  0.1582
		Step 1:  0.0146
		Step 2:  0.0641
		Step 3:  0.0467
		Step 4:  0.0329
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4345
	Restart Rate:  0.0000
	No-Op Rate:  0.4345
	Cycle Rate:  0.0215
	Backtrack Rate:  0.0000
	Unique Edges:  2.2544
	Redundancy:  0.0019
	Avg Segment Hops:  2.2622
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8017
	Precision:  0.0442
	F1 Score:  0.0764
Relation-Set Overlap Metrics
	Recall:  0.6232
	Precision:  0.6981
	F1 Score:  0.6458
Relation Edit Distance Metrics:
	Overall Average:  0.4060
		4-Hop:  0.5527
		2-Hop:  0.3492
		3-Hop:  0.4084

Score for iteration 12900
Answer Metrics
	Hits@1:  0.8352
	Hits@3:  0.9159
	Hits@5:  0.9381
	Hits@10:  0.9546
	Hits@20:  0.9712
	MRR:  0.8806
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9324
	2-Hop
		Hits@1:  0.8135
		MRR:  0.8694
	3-Hop
		Hits@1:  0.8312
		MRR:  0.8628
Valid Action Count at Each Step
	Overall Average: 57.1854
		Step 1: 19.4834
		Step 2: 79.3901
		Step 3: 71.9162
		Step 4: 57.9520
Entropy Metrics
	Question Entropy:  0.0340
	Path Entropy:  0.1361
		Step 1:  0.0116
		Step 2:  0.0496
		Step 3:  0.0427
		Step 4:  0.0322
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3944
	Restart Rate:  0.0000
	No-Op Rate:  0.3944
	Cycle Rate:  0.0387
	Backtrack Rate:  0.0000
	Unique Edges:  2.3850
	Redundancy:  0.0119
	Avg Segment Hops:  2.4226
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7998
	Precision:  0.0448
	F1 Score:  0.0765
Relation-Set Overlap Metrics
	Recall:  0.6267
	Precision:  0.6792
	F1 Score:  0.6398
Relation Edit Distance Metrics:
	Overall Average:  0.4213
		4-Hop:  0.5365
		2-Hop:  0.3815
		3-Hop:  0.4131

Score for iteration 13000
Answer Metrics
	Hits@1:  0.8440
	Hits@3:  0.9204
	Hits@5:  0.9358
	Hits@10:  0.9602
	Hits@20:  0.9712
	MRR:  0.8869
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9297
	2-Hop
		Hits@1:  0.8197
		MRR:  0.8736
	3-Hop
		Hits@1:  0.8485
		MRR:  0.8808
Valid Action Count at Each Step
	Overall Average: 56.7515
		Step 1: 19.4834
		Step 2: 78.9738
		Step 3: 68.9568
		Step 4: 59.5922
Entropy Metrics
	Question Entropy:  0.0351
	Path Entropy:  0.1405
		Step 1:  0.0132
		Step 2:  0.0631
		Step 3:  0.0345
		Step 4:  0.0297
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4289
	Restart Rate:  0.0000
	No-Op Rate:  0.4289
	Cycle Rate:  0.0261
	Backtrack Rate:  0.0000
	Unique Edges:  2.2721
	Redundancy:  0.0054
	Avg Segment Hops:  2.2843
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8080
	Precision:  0.0460
	F1 Score:  0.0779
Relation-Set Overlap Metrics
	Recall:  0.6092
	Precision:  0.6809
	F1 Score:  0.6318
Relation Edit Distance Metrics:
	Overall Average:  0.4183
		4-Hop:  0.5486
		2-Hop:  0.3704
		3-Hop:  0.4152

Score for iteration 13100
Answer Metrics
	Hits@1:  0.8296
	Hits@3:  0.9259
	Hits@5:  0.9480
	Hits@10:  0.9657
	Hits@20:  0.9801
	MRR:  0.8816
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9228
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8808
	3-Hop
		Hits@1:  0.7879
		MRR:  0.8504
Valid Action Count at Each Step
	Overall Average: 56.3288
		Step 1: 19.4834
		Step 2: 75.2812
		Step 3: 68.5755
		Step 4: 61.9750
Entropy Metrics
	Question Entropy:  0.0293
	Path Entropy:  0.1171
		Step 1:  0.0103
		Step 2:  0.0483
		Step 3:  0.0262
		Step 4:  0.0324
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4450
	Restart Rate:  0.0000
	No-Op Rate:  0.4450
	Cycle Rate:  0.0157
	Backtrack Rate:  0.0000
	Unique Edges:  2.2124
	Redundancy:  0.0034
	Avg Segment Hops:  2.2201
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8159
	Precision:  0.0484
	F1 Score:  0.0813
Relation-Set Overlap Metrics
	Recall:  0.6146
	Precision:  0.6992
	F1 Score:  0.6428
Relation Edit Distance Metrics:
	Overall Average:  0.4054
		4-Hop:  0.5527
		2-Hop:  0.3545
		3-Hop:  0.3950

Score for iteration 13200
Answer Metrics
	Hits@1:  0.8119
	Hits@3:  0.9015
	Hits@5:  0.9358
	Hits@10:  0.9535
	Hits@20:  0.9668
	MRR:  0.8635
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9207
	2-Hop
		Hits@1:  0.8053
		MRR:  0.8637
	3-Hop
		Hits@1:  0.7532
		MRR:  0.8172
Valid Action Count at Each Step
	Overall Average: 57.9618
		Step 1: 19.4834
		Step 2: 83.4819
		Step 3: 66.8448
		Step 4: 62.0372
Entropy Metrics
	Question Entropy:  0.0304
	Path Entropy:  0.1217
		Step 1:  0.0173
		Step 2:  0.0440
		Step 3:  0.0302
		Step 4:  0.0302
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4400
	Restart Rate:  0.0000
	No-Op Rate:  0.4400
	Cycle Rate:  0.0205
	Backtrack Rate:  0.0000
	Unique Edges:  2.2323
	Redundancy:  0.0033
	Avg Segment Hops:  2.2400
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8036
	Precision:  0.0460
	F1 Score:  0.0779
Relation-Set Overlap Metrics
	Recall:  0.5826
	Precision:  0.6559
	F1 Score:  0.6055
Relation Edit Distance Metrics:
	Overall Average:  0.4482
		4-Hop:  0.5757
		2-Hop:  0.3813
		3-Hop:  0.4874

Score for iteration 13300
Answer Metrics
	Hits@1:  0.8319
	Hits@3:  0.9104
	Hits@5:  0.9336
	Hits@10:  0.9546
	Hits@20:  0.9790
	MRR:  0.8767
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9183
	2-Hop
		Hits@1:  0.8197
		MRR:  0.8746
	3-Hop
		Hits@1:  0.8052
		MRR:  0.8476
Valid Action Count at Each Step
	Overall Average: 53.3502
		Step 1: 19.4834
		Step 2: 73.0053
		Step 3: 63.2157
		Step 4: 57.6963
Entropy Metrics
	Question Entropy:  0.0278
	Path Entropy:  0.1114
		Step 1:  0.0196
		Step 2:  0.0339
		Step 3:  0.0273
		Step 4:  0.0306
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4552
	Restart Rate:  0.0000
	No-Op Rate:  0.4552
	Cycle Rate:  0.0124
	Backtrack Rate:  0.0000
	Unique Edges:  2.1748
	Redundancy:  0.0023
	Avg Segment Hops:  2.1792
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8030
	Precision:  0.0479
	F1 Score:  0.0802
Relation-Set Overlap Metrics
	Recall:  0.6044
	Precision:  0.6860
	F1 Score:  0.6311
Relation Edit Distance Metrics:
	Overall Average:  0.4161
		4-Hop:  0.5811
		2-Hop:  0.3385
		3-Hop:  0.4481

Score for iteration 13400
Answer Metrics
	Hits@1:  0.8274
	Hits@3:  0.9071
	Hits@5:  0.9303
	Hits@10:  0.9569
	Hits@20:  0.9801
	MRR:  0.8740
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9208
	2-Hop
		Hits@1:  0.8115
		MRR:  0.8685
	3-Hop
		Hits@1:  0.8052
		MRR:  0.8479
Valid Action Count at Each Step
	Overall Average: 58.4561
		Step 1: 19.4834
		Step 2: 83.9871
		Step 3: 65.3837
		Step 4: 64.9703
Entropy Metrics
	Question Entropy:  0.0283
	Path Entropy:  0.1131
		Step 1:  0.0172
		Step 2:  0.0488
		Step 3:  0.0204
		Step 4:  0.0267
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4654
	Restart Rate:  0.0000
	No-Op Rate:  0.4654
	Cycle Rate:  0.0224
	Backtrack Rate:  0.0000
	Unique Edges:  2.1283
	Redundancy:  0.0053
	Avg Segment Hops:  2.1383
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8150
	Precision:  0.0544
	F1 Score:  0.0901
Relation-Set Overlap Metrics
	Recall:  0.5644
	Precision:  0.6508
	F1 Score:  0.5935
Relation Edit Distance Metrics:
	Overall Average:  0.4534
		4-Hop:  0.6365
		2-Hop:  0.3706
		3-Hop:  0.4820

Score for iteration 13500
Answer Metrics
	Hits@1:  0.8219
	Hits@3:  0.9115
	Hits@5:  0.9369
	Hits@10:  0.9524
	Hits@20:  0.9712
	MRR:  0.8724
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8649
		MRR:  0.9018
	2-Hop
		Hits@1:  0.8033
		MRR:  0.8633
	3-Hop
		Hits@1:  0.8268
		MRR:  0.8680
Valid Action Count at Each Step
	Overall Average: 49.7238
		Step 1: 19.4834
		Step 2: 60.9801
		Step 3: 63.2976
		Step 4: 55.1339
Entropy Metrics
	Question Entropy:  0.0237
	Path Entropy:  0.0947
		Step 1:  0.0106
		Step 2:  0.0418
		Step 3:  0.0180
		Step 4:  0.0243
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4593
	Restart Rate:  0.0000
	No-Op Rate:  0.4593
	Cycle Rate:  0.0179
	Backtrack Rate:  0.0000
	Unique Edges:  2.1582
	Redundancy:  0.0047
	Avg Segment Hops:  2.1626
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8287
	Precision:  0.0494
	F1 Score:  0.0858
Relation-Set Overlap Metrics
	Recall:  0.5941
	Precision:  0.6839
	F1 Score:  0.6241
Relation Edit Distance Metrics:
	Overall Average:  0.4250
		4-Hop:  0.5689
		2-Hop:  0.3883
		3-Hop:  0.3871

Score for iteration 13600
Answer Metrics
	Hits@1:  0.8009
	Hits@3:  0.8938
	Hits@5:  0.9148
	Hits@10:  0.9414
	Hits@20:  0.9546
	MRR:  0.8530
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9378
	2-Hop
		Hits@1:  0.7889
		MRR:  0.8422
	3-Hop
		Hits@1:  0.7359
		MRR:  0.8079
Valid Action Count at Each Step
	Overall Average: 51.3353
		Step 1: 19.4834
		Step 2: 67.2016
		Step 3: 66.9381
		Step 4: 51.7180
Entropy Metrics
	Question Entropy:  0.0247
	Path Entropy:  0.0987
		Step 1:  0.0092
		Step 2:  0.0295
		Step 3:  0.0352
		Step 4:  0.0248
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3822
	Restart Rate:  0.0000
	No-Op Rate:  0.3822
	Cycle Rate:  0.0432
	Backtrack Rate:  0.0000
	Unique Edges:  2.4226
	Redundancy:  0.0122
	Avg Segment Hops:  2.4712
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7843
	Precision:  0.0394
	F1 Score:  0.0706
Relation-Set Overlap Metrics
	Recall:  0.6092
	Precision:  0.6483
	F1 Score:  0.6153
Relation Edit Distance Metrics:
	Overall Average:  0.4508
		4-Hop:  0.5486
		2-Hop:  0.4196
		3-Hop:  0.4383

Score for iteration 13700
Answer Metrics
	Hits@1:  0.8075
	Hits@3:  0.9204
	Hits@5:  0.9447
	Hits@10:  0.9569
	Hits@20:  0.9668
	MRR:  0.8670
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9355
	2-Hop
		Hits@1:  0.8094
		MRR:  0.8697
	3-Hop
		Hits@1:  0.7229
		MRR:  0.8064
Valid Action Count at Each Step
	Overall Average: 53.1656
		Step 1: 19.4834
		Step 2: 75.3356
		Step 3: 62.4266
		Step 4: 55.4168
Entropy Metrics
	Question Entropy:  0.0275
	Path Entropy:  0.1101
		Step 1:  0.0149
		Step 2:  0.0406
		Step 3:  0.0249
		Step 4:  0.0297
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4140
	Restart Rate:  0.0000
	No-Op Rate:  0.4140
	Cycle Rate:  0.0311
	Backtrack Rate:  0.0000
	Unique Edges:  2.3097
	Redundancy:  0.0088
	Avg Segment Hops:  2.3440
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8397
	Precision:  0.0471
	F1 Score:  0.0829
Relation-Set Overlap Metrics
	Recall:  0.6202
	Precision:  0.6818
	F1 Score:  0.6381
Relation Edit Distance Metrics:
	Overall Average:  0.4134
		4-Hop:  0.5595
		2-Hop:  0.3730
		3-Hop:  0.3820

Score for iteration 13800
Answer Metrics
	Hits@1:  0.8485
	Hits@3:  0.9204
	Hits@5:  0.9392
	Hits@10:  0.9558
	Hits@20:  0.9723
	MRR:  0.8898
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9421
	2-Hop
		Hits@1:  0.8299
		MRR:  0.8821
	3-Hop
		Hits@1:  0.8312
		MRR:  0.8643
Valid Action Count at Each Step
	Overall Average: 55.8397
		Step 1: 19.4834
		Step 2: 82.4010
		Step 3: 63.1010
		Step 4: 58.3734
Entropy Metrics
	Question Entropy:  0.0242
	Path Entropy:  0.0967
		Step 1:  0.0061
		Step 2:  0.0394
		Step 3:  0.0226
		Step 4:  0.0286
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4179
	Restart Rate:  0.0000
	No-Op Rate:  0.4179
	Cycle Rate:  0.0356
	Backtrack Rate:  0.0000
	Unique Edges:  2.2843
	Redundancy:  0.0112
	Avg Segment Hops:  2.3285
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8130
	Precision:  0.0466
	F1 Score:  0.0807
Relation-Set Overlap Metrics
	Recall:  0.6104
	Precision:  0.6707
	F1 Score:  0.6269
Relation Edit Distance Metrics:
	Overall Average:  0.4310
		4-Hop:  0.5568
		2-Hop:  0.3755
		3-Hop:  0.4473

Score for iteration 13900
Answer Metrics
	Hits@1:  0.8440
	Hits@3:  0.9148
	Hits@5:  0.9369
	Hits@10:  0.9524
	Hits@20:  0.9679
	MRR:  0.8853
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9445
	2-Hop
		Hits@1:  0.8258
		MRR:  0.8780
	3-Hop
		Hits@1:  0.8139
		MRR:  0.8534
Valid Action Count at Each Step
	Overall Average: 58.3999
		Step 1: 19.4834
		Step 2: 85.4023
		Step 3: 68.8991
		Step 4: 59.8147
Entropy Metrics
	Question Entropy:  0.0274
	Path Entropy:  0.1096
		Step 1:  0.0083
		Step 2:  0.0442
		Step 3:  0.0297
		Step 4:  0.0275
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4110
	Restart Rate:  0.0000
	No-Op Rate:  0.4110
	Cycle Rate:  0.0333
	Backtrack Rate:  0.0000
	Unique Edges:  2.3285
	Redundancy:  0.0071
	Avg Segment Hops:  2.3562
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7859
	Precision:  0.0452
	F1 Score:  0.0781
Relation-Set Overlap Metrics
	Recall:  0.6114
	Precision:  0.6681
	F1 Score:  0.6267
Relation Edit Distance Metrics:
	Overall Average:  0.4280
		4-Hop:  0.5419
		2-Hop:  0.3805
		3-Hop:  0.4372

Score for iteration 14000
Answer Metrics
	Hits@1:  0.8042
	Hits@3:  0.9015
	Hits@5:  0.9281
	Hits@10:  0.9513
	Hits@20:  0.9668
	MRR:  0.8601
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8033
		MRR:  0.8637
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8519
	4-Hop
		Hits@1:  0.8000
		MRR:  0.8609
Valid Action Count at Each Step
	Overall Average: 56.7910
		Step 1: 19.4834
		Step 2: 76.6041
		Step 3: 72.8384
		Step 4: 58.2380
Entropy Metrics
	Question Entropy:  0.0232
	Path Entropy:  0.0927
		Step 1:  0.0043
		Step 2:  0.0335
		Step 3:  0.0243
		Step 4:  0.0305
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3717
	Restart Rate:  0.0000
	No-Op Rate:  0.3717
	Cycle Rate:  0.0562
	Backtrack Rate:  0.0000
	Unique Edges:  2.4403
	Redundancy:  0.0196
	Avg Segment Hops:  2.5133
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8453
	Precision:  0.0449
	F1 Score:  0.0798
Relation-Set Overlap Metrics
	Recall:  0.6228
	Precision:  0.6633
	F1 Score:  0.6298
Relation Edit Distance Metrics:
	Overall Average:  0.4369
		4-Hop:  0.5446
		2-Hop:  0.4124
		3-Hop:  0.4026

Score for iteration 14100
Answer Metrics
	Hits@1:  0.8197
	Hits@3:  0.9204
	Hits@5:  0.9425
	Hits@10:  0.9591
	Hits@20:  0.9768
	MRR:  0.8750
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9381
	2-Hop
		Hits@1:  0.7705
		MRR:  0.8509
	3-Hop
		Hits@1:  0.8485
		MRR:  0.8756
Valid Action Count at Each Step
	Overall Average: 54.0463
		Step 1: 19.4834
		Step 2: 75.5377
		Step 3: 63.5302
		Step 4: 57.6337
Entropy Metrics
	Question Entropy:  0.0336
	Path Entropy:  0.1345
		Step 1:  0.0107
		Step 2:  0.0466
		Step 3:  0.0455
		Step 4:  0.0317
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4320
	Restart Rate:  0.0000
	No-Op Rate:  0.4320
	Cycle Rate:  0.0275
	Backtrack Rate:  0.0000
	Unique Edges:  2.2555
	Redundancy:  0.0087
	Avg Segment Hops:  2.2721
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8206
	Precision:  0.0489
	F1 Score:  0.0844
Relation-Set Overlap Metrics
	Recall:  0.6130
	Precision:  0.6994
	F1 Score:  0.6398
Relation Edit Distance Metrics:
	Overall Average:  0.4157
		4-Hop:  0.4865
		2-Hop:  0.3907
		3-Hop:  0.4116

Score for iteration 14200
Answer Metrics
	Hits@1:  0.8330
	Hits@3:  0.9115
	Hits@5:  0.9314
	Hits@10:  0.9535
	Hits@20:  0.9668
	MRR:  0.8770
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9351
		MRR:  0.9456
	2-Hop
		Hits@1:  0.8094
		MRR:  0.8687
	3-Hop
		Hits@1:  0.8009
		MRR:  0.8396
Valid Action Count at Each Step
	Overall Average: 57.8313
		Step 1: 19.4834
		Step 2: 89.0261
		Step 3: 64.6538
		Step 4: 58.1621
Entropy Metrics
	Question Entropy:  0.0325
	Path Entropy:  0.1301
		Step 1:  0.0109
		Step 2:  0.0555
		Step 3:  0.0371
		Step 4:  0.0266
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4126
	Restart Rate:  0.0000
	No-Op Rate:  0.4126
	Cycle Rate:  0.0325
	Backtrack Rate:  0.0000
	Unique Edges:  2.3296
	Redundancy:  0.0050
	Avg Segment Hops:  2.3496
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7916
	Precision:  0.0482
	F1 Score:  0.0804
Relation-Set Overlap Metrics
	Recall:  0.5985
	Precision:  0.6602
	F1 Score:  0.6153
Relation Edit Distance Metrics:
	Overall Average:  0.4386
		4-Hop:  0.5851
		2-Hop:  0.3671
		3-Hop:  0.4722

Score for iteration 14300
Answer Metrics
	Hits@1:  0.8075
	Hits@3:  0.9093
	Hits@5:  0.9336
	Hits@10:  0.9569
	Hits@20:  0.9746
	MRR:  0.8638
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8649
		MRR:  0.9095
	2-Hop
		Hits@1:  0.7930
		MRR:  0.8596
	3-Hop
		Hits@1:  0.7922
		MRR:  0.8359
Valid Action Count at Each Step
	Overall Average: 53.3460
		Step 1: 19.4834
		Step 2: 79.6131
		Step 3: 60.4691
		Step 4: 53.8185
Entropy Metrics
	Question Entropy:  0.0350
	Path Entropy:  0.1399
		Step 1:  0.0108
		Step 2:  0.0529
		Step 3:  0.0505
		Step 4:  0.0258
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4411
	Restart Rate:  0.0000
	No-Op Rate:  0.4411
	Cycle Rate:  0.0181
	Backtrack Rate:  0.0000
	Unique Edges:  2.2301
	Redundancy:  0.0038
	Avg Segment Hops:  2.2356
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8031
	Precision:  0.0465
	F1 Score:  0.0790
Relation-Set Overlap Metrics
	Recall:  0.5964
	Precision:  0.6727
	F1 Score:  0.6202
Relation Edit Distance Metrics:
	Overall Average:  0.4298
		4-Hop:  0.5946
		2-Hop:  0.3552
		3-Hop:  0.4553

Score for iteration 14400
Answer Metrics
	Hits@1:  0.7588
	Hits@3:  0.8772
	Hits@5:  0.9126
	Hits@10:  0.9381
	Hits@20:  0.9535
	MRR:  0.8266
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9146
	2-Hop
		Hits@1:  0.7602
		MRR:  0.8341
	3-Hop
		Hits@1:  0.6537
		MRR:  0.7402
Valid Action Count at Each Step
	Overall Average: 55.6906
		Step 1: 19.4834
		Step 2: 76.6946
		Step 3: 64.6994
		Step 4: 61.8851
Entropy Metrics
	Question Entropy:  0.0293
	Path Entropy:  0.1173
		Step 1:  0.0108
		Step 2:  0.0430
		Step 3:  0.0328
		Step 4:  0.0306
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4353
	Restart Rate:  0.0000
	No-Op Rate:  0.4353
	Cycle Rate:  0.0375
	Backtrack Rate:  0.0000
	Unique Edges:  2.2301
	Redundancy:  0.0121
	Avg Segment Hops:  2.2588
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7842
	Precision:  0.0486
	F1 Score:  0.0824
Relation-Set Overlap Metrics
	Recall:  0.5688
	Precision:  0.6614
	F1 Score:  0.5984
Relation Edit Distance Metrics:
	Overall Average:  0.4612
		4-Hop:  0.5419
		2-Hop:  0.4044
		3-Hop:  0.5166

Score for iteration 14500
Answer Metrics
	Hits@1:  0.8164
	Hits@3:  0.8971
	Hits@5:  0.9237
	Hits@10:  0.9480
	Hits@20:  0.9646
	MRR:  0.8640
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9365
	2-Hop
		Hits@1:  0.8299
		MRR:  0.8826
	3-Hop
		Hits@1:  0.7100
		MRR:  0.7667
Valid Action Count at Each Step
	Overall Average: 55.5936
		Step 1: 19.4834
		Step 2: 83.3093
		Step 3: 62.1025
		Step 4: 57.4790
Entropy Metrics
	Question Entropy:  0.0251
	Path Entropy:  0.1005
		Step 1:  0.0111
		Step 2:  0.0386
		Step 3:  0.0260
		Step 4:  0.0248
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4336
	Restart Rate:  0.0000
	No-Op Rate:  0.4336
	Cycle Rate:  0.0281
	Backtrack Rate:  0.0000
	Unique Edges:  2.2500
	Redundancy:  0.0053
	Avg Segment Hops:  2.2655
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7897
	Precision:  0.0507
	F1 Score:  0.0837
Relation-Set Overlap Metrics
	Recall:  0.5796
	Precision:  0.6597
	F1 Score:  0.6059
Relation Edit Distance Metrics:
	Overall Average:  0.4477
		4-Hop:  0.5689
		2-Hop:  0.3560
		3-Hop:  0.5444

Score for iteration 14600
Answer Metrics
	Hits@1:  0.7832
	Hits@3:  0.8805
	Hits@5:  0.9248
	Hits@10:  0.9502
	Hits@20:  0.9602
	MRR:  0.8408
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8703
		MRR:  0.9060
	2-Hop
		Hits@1:  0.8033
		MRR:  0.8646
	3-Hop
		Hits@1:  0.6710
		MRR:  0.7383
Valid Action Count at Each Step
	Overall Average: 57.7304
		Step 1: 19.4834
		Step 2: 83.6175
		Step 3: 68.2381
		Step 4: 59.5825
Entropy Metrics
	Question Entropy:  0.0309
	Path Entropy:  0.1237
		Step 1:  0.0096
		Step 2:  0.0462
		Step 3:  0.0430
		Step 4:  0.0249
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3974
	Restart Rate:  0.0000
	No-Op Rate:  0.3974
	Cycle Rate:  0.0360
	Backtrack Rate:  0.0000
	Unique Edges:  2.3872
	Redundancy:  0.0061
	Avg Segment Hops:  2.4104
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7878
	Precision:  0.0476
	F1 Score:  0.0815
Relation-Set Overlap Metrics
	Recall:  0.5877
	Precision:  0.6562
	F1 Score:  0.6083
Relation Edit Distance Metrics:
	Overall Average:  0.4589
		4-Hop:  0.5959
		2-Hop:  0.3834
		3-Hop:  0.5087

Score for iteration 14700
Answer Metrics
	Hits@1:  0.8142
	Hits@3:  0.9093
	Hits@5:  0.9392
	Hits@10:  0.9513
	Hits@20:  0.9679
	MRR:  0.8660
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8378
		MRR:  0.8888
	2-Hop
		Hits@1:  0.8607
		MRR:  0.9007
	3-Hop
		Hits@1:  0.6970
		MRR:  0.7747
Valid Action Count at Each Step
	Overall Average: 52.9904
		Step 1: 19.4834
		Step 2: 70.3370
		Step 3: 65.7727
		Step 4: 56.3685
Entropy Metrics
	Question Entropy:  0.0232
	Path Entropy:  0.0928
		Step 1:  0.0115
		Step 2:  0.0277
		Step 3:  0.0250
		Step 4:  0.0287
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3960
	Restart Rate:  0.0000
	No-Op Rate:  0.3960
	Cycle Rate:  0.0411
	Backtrack Rate:  0.0000
	Unique Edges:  2.3772
	Redundancy:  0.0101
	Avg Segment Hops:  2.4159
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8160
	Precision:  0.0474
	F1 Score:  0.0819
Relation-Set Overlap Metrics
	Recall:  0.6144
	Precision:  0.6797
	F1 Score:  0.6341
Relation Edit Distance Metrics:
	Overall Average:  0.4337
		4-Hop:  0.5554
		2-Hop:  0.3671
		3-Hop:  0.4769

Score for iteration 14800
Answer Metrics
	Hits@1:  0.8142
	Hits@3:  0.9170
	Hits@5:  0.9314
	Hits@10:  0.9502
	Hits@20:  0.9646
	MRR:  0.8689
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9457
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8788
	3-Hop
		Hits@1:  0.6926
		MRR:  0.7865
Valid Action Count at Each Step
	Overall Average: 52.0306
		Step 1: 19.4834
		Step 2: 77.2890
		Step 3: 57.4545
		Step 4: 53.8957
Entropy Metrics
	Question Entropy:  0.0311
	Path Entropy:  0.1246
		Step 1:  0.0097
		Step 2:  0.0414
		Step 3:  0.0481
		Step 4:  0.0254
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4134
	Restart Rate:  0.0000
	No-Op Rate:  0.4134
	Cycle Rate:  0.0276
	Backtrack Rate:  0.0000
	Unique Edges:  2.3219
	Redundancy:  0.0083
	Avg Segment Hops:  2.3462
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7884
	Precision:  0.0444
	F1 Score:  0.0768
Relation-Set Overlap Metrics
	Recall:  0.6019
	Precision:  0.6663
	F1 Score:  0.6195
Relation Edit Distance Metrics:
	Overall Average:  0.4401
		4-Hop:  0.5851
		2-Hop:  0.3692
		3-Hop:  0.4737

Score for iteration 14900
Answer Metrics
	Hits@1:  0.8496
	Hits@3:  0.9292
	Hits@5:  0.9458
	Hits@10:  0.9591
	Hits@20:  0.9746
	MRR:  0.8923
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9153
	2-Hop
		Hits@1:  0.8340
		MRR:  0.8873
	3-Hop
		Hits@1:  0.8485
		MRR:  0.8844
Valid Action Count at Each Step
	Overall Average: 53.8536
		Step 1: 19.4834
		Step 2: 79.5577
		Step 3: 58.1625
		Step 4: 58.2109
Entropy Metrics
	Question Entropy:  0.0416
	Path Entropy:  0.1664
		Step 1:  0.0125
		Step 2:  0.0651
		Step 3:  0.0579
		Step 4:  0.0310
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4143
	Restart Rate:  0.0000
	No-Op Rate:  0.4143
	Cycle Rate:  0.0410
	Backtrack Rate:  0.0000
	Unique Edges:  2.3053
	Redundancy:  0.0118
	Avg Segment Hops:  2.3429
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8154
	Precision:  0.0516
	F1 Score:  0.0873
Relation-Set Overlap Metrics
	Recall:  0.5827
	Precision:  0.6501
	F1 Score:  0.6020
Relation Edit Distance Metrics:
	Overall Average:  0.4506
		4-Hop:  0.5811
		2-Hop:  0.3851
		3-Hop:  0.4845

Score for iteration 15000
Answer Metrics
	Hits@1:  0.8131
	Hits@3:  0.9226
	Hits@5:  0.9403
	Hits@10:  0.9524
	Hits@20:  0.9712
	MRR:  0.8711
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9459
		MRR:  0.9543
	2-Hop
		Hits@1:  0.7828
		MRR:  0.8561
	3-Hop
		Hits@1:  0.7706
		MRR:  0.8359
Valid Action Count at Each Step
	Overall Average: 53.0823
		Step 1: 19.4834
		Step 2: 76.9081
		Step 3: 56.8745
		Step 4: 59.0633
Entropy Metrics
	Question Entropy:  0.0306
	Path Entropy:  0.1226
		Step 1:  0.0155
		Step 2:  0.0539
		Step 3:  0.0258
		Step 4:  0.0274
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4729
	Restart Rate:  0.0000
	No-Op Rate:  0.4729
	Cycle Rate:  0.0161
	Backtrack Rate:  0.0000
	Unique Edges:  2.0996
	Redundancy:  0.0037
	Avg Segment Hops:  2.1084
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7995
	Precision:  0.0507
	F1 Score:  0.0837
Relation-Set Overlap Metrics
	Recall:  0.5527
	Precision:  0.6680
	F1 Score:  0.5908
Relation Edit Distance Metrics:
	Overall Average:  0.4625
		4-Hop:  0.5986
		2-Hop:  0.3818
		3-Hop:  0.5238

Test (beam) scores with best model from output/mquake_st/ma_qa_nhop_reason_4hop_seed100/model/model.ckpt
Answer Metrics
	Hits@1:  0.8701
	Hits@3:  0.9448
	Hits@5:  0.9598
	Hits@10:  0.9690
	Hits@20:  0.9782
	MRR:  0.9093
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8681
		MRR:  0.9122
	3-Hop
		Hits@1:  0.8333
		MRR:  0.8822
	4-Hop
		Hits@1:  0.9227
		MRR:  0.9369
Valid Action Count at Each Step
	Overall Average: 53.3510
		Step 1: 19.9034
		Step 2: 78.3827
		Step 3: 58.4229
		Step 4: 56.6951
Entropy Metrics
	Question Entropy:  0.0439
	Path Entropy:  0.1755
		Step 1:  0.0168
		Step 2:  0.0668
		Step 3:  0.0632
		Step 4:  0.0287
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4095
	Restart Rate:  0.0000
	No-Op Rate:  0.4095
	Cycle Rate:  0.0426
	Backtrack Rate:  0.0000
	Unique Edges:  2.3207
	Redundancy:  0.0127
	Avg Segment Hops:  2.3621
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8245
	Precision:  0.0548
	F1 Score:  0.0902
Relation-Set Overlap Metrics
	Recall:  0.5902
	Precision:  0.6604
	F1 Score:  0.6106
Relation Edit Distance Metrics:
	Overall Average:  0.4439
		2-Hop:  0.3745
		3-Hop:  0.4690
		4-Hop:  0.5856

