Score for iteration 100
Answer Metrics
	Hits@1:  0.0465
	Hits@3:  0.0785
	Hits@5:  0.0996
	Hits@10:  0.1272
	Hits@20:  0.1814
	MRR:  0.0762
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.0861
		MRR:  0.1327
Valid Action Count at Each Step
	Overall Average: 10.7033
		Step 1: 19.4834
		Step 2:  9.9711
		Step 3:  6.7045
		Step 4:  6.6542
Entropy Metrics
	Question Entropy:  1.6723
	Path Entropy:  6.6892
		Step 1:  2.5097
		Step 2:  1.6699
		Step 3:  1.2915
		Step 4:  1.2182
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5846
	Restart Rate:  0.0000
	No-Op Rate:  0.5846
	Cycle Rate:  0.0011
	Backtrack Rate:  0.0000
	Unique Edges:  1.6615
	Redundancy:  0.0022
	Avg Segment Hops:  1.6615
Answer(s) Endpoint Coverage Metrics
	Recall:  0.2378
	Precision:  0.0103
	F1 Score:  0.0191
Relation-Set Overlap Metrics
	Recall:  0.1114
	Precision:  0.1728
	F1 Score:  0.1303
Relation Edit Distance Metrics:
	Overall Average:  0.8925
		4-Hop:  0.9243
		2-Hop:  0.8514
		3-Hop:  0.9538

Score for iteration 200
Answer Metrics
	Hits@1:  0.0564
	Hits@3:  0.0973
	Hits@5:  0.1117
	Hits@10:  0.1438
	Hits@20:  0.1914
	MRR:  0.0882
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1045
		MRR:  0.1526
Valid Action Count at Each Step
	Overall Average: 15.4570
		Step 1: 19.4834
		Step 2: 12.2663
		Step 3: 19.0880
		Step 4: 10.9901
Entropy Metrics
	Question Entropy:  1.7212
	Path Entropy:  6.8849
		Step 1:  2.4422
		Step 2:  1.6198
		Step 3:  1.5029
		Step 4:  1.3200
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5503
	Restart Rate:  0.0000
	No-Op Rate:  0.5503
	Cycle Rate:  0.0078
	Backtrack Rate:  0.0000
	Unique Edges:  1.7876
	Redundancy:  0.0028
	Avg Segment Hops:  1.7987
Answer(s) Endpoint Coverage Metrics
	Recall:  0.2330
	Precision:  0.0100
	F1 Score:  0.0186
Relation-Set Overlap Metrics
	Recall:  0.1094
	Precision:  0.1633
	F1 Score:  0.1265
Relation Edit Distance Metrics:
	Overall Average:  0.8975
		4-Hop:  0.9203
		2-Hop:  0.8629
		3-Hop:  0.9524

Score for iteration 300
Answer Metrics
	Hits@1:  0.0752
	Hits@3:  0.1316
	Hits@5:  0.1538
	Hits@10:  0.1836
	Hits@20:  0.2279
	MRR:  0.1151
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1250
		MRR:  0.1906
	3-Hop
		Hits@1:  0.0303
		MRR:  0.0437
Valid Action Count at Each Step
	Overall Average: 20.9438
		Step 1: 19.4834
		Step 2: 16.7084
		Step 3: 23.4140
		Step 4: 24.1692
Entropy Metrics
	Question Entropy:  1.5980
	Path Entropy:  6.3922
		Step 1:  2.2732
		Step 2:  1.6422
		Step 3:  1.3622
		Step 4:  1.1145
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4762
	Restart Rate:  0.0000
	No-Op Rate:  0.4762
	Cycle Rate:  0.0595
	Backtrack Rate:  0.0000
	Unique Edges:  2.0077
	Redundancy:  0.0220
	Avg Segment Hops:  2.0951
Answer(s) Endpoint Coverage Metrics
	Recall:  0.2448
	Precision:  0.0110
	F1 Score:  0.0201
Relation-Set Overlap Metrics
	Recall:  0.0909
	Precision:  0.1599
	F1 Score:  0.1125
Relation Edit Distance Metrics:
	Overall Average:  0.9122
		4-Hop:  0.9351
		2-Hop:  0.8760
		3-Hop:  0.9704

Score for iteration 400
Answer Metrics
	Hits@1:  0.1139
	Hits@3:  0.1670
	Hits@5:  0.1925
	Hits@10:  0.2201
	Hits@20:  0.2688
	MRR:  0.1523
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1824
		MRR:  0.2454
	3-Hop
		Hits@1:  0.0606
		MRR:  0.0720
Valid Action Count at Each Step
	Overall Average: 28.4799
		Step 1: 19.4834
		Step 2: 22.8087
		Step 3: 38.9319
		Step 4: 32.6958
Entropy Metrics
	Question Entropy:  1.5170
	Path Entropy:  6.0682
		Step 1:  1.9969
		Step 2:  1.4917
		Step 3:  1.4252
		Step 4:  1.1544
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4549
	Restart Rate:  0.0000
	No-Op Rate:  0.4549
	Cycle Rate:  0.0980
	Backtrack Rate:  0.0000
	Unique Edges:  2.0310
	Redundancy:  0.0386
	Avg Segment Hops:  2.1803
Answer(s) Endpoint Coverage Metrics
	Recall:  0.2876
	Precision:  0.0136
	F1 Score:  0.0245
Relation-Set Overlap Metrics
	Recall:  0.1193
	Precision:  0.2144
	F1 Score:  0.1463
Relation Edit Distance Metrics:
	Overall Average:  0.8864
		4-Hop:  0.9459
		2-Hop:  0.8262
		3-Hop:  0.9661

Score for iteration 500
Answer Metrics
	Hits@1:  0.1051
	Hits@3:  0.1704
	Hits@5:  0.1980
	Hits@10:  0.2356
	Hits@20:  0.2732
	MRR:  0.1500
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1865
		MRR:  0.2579
	3-Hop
		Hits@1:  0.0173
		MRR:  0.0350
Valid Action Count at Each Step
	Overall Average: 16.2718
		Step 1: 19.4834
		Step 2: 15.0819
		Step 3: 15.9252
		Step 4: 14.5966
Entropy Metrics
	Question Entropy:  1.5233
	Path Entropy:  6.0933
		Step 1:  2.2364
		Step 2:  1.5235
		Step 3:  1.2305
		Step 4:  1.1029
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5666
	Restart Rate:  0.0000
	No-Op Rate:  0.5666
	Cycle Rate:  0.0172
	Backtrack Rate:  0.0000
	Unique Edges:  1.7069
	Redundancy:  0.0066
	Avg Segment Hops:  1.7334
Answer(s) Endpoint Coverage Metrics
	Recall:  0.2837
	Precision:  0.0142
	F1 Score:  0.0257
Relation-Set Overlap Metrics
	Recall:  0.1324
	Precision:  0.2408
	F1 Score:  0.1638
Relation Edit Distance Metrics:
	Overall Average:  0.8682
		4-Hop:  0.9514
		2-Hop:  0.8002
		3-Hop:  0.9452

Score for iteration 600
Answer Metrics
	Hits@1:  0.1250
	Hits@3:  0.1836
	Hits@5:  0.2046
	Hits@10:  0.2356
	Hits@20:  0.2788
	MRR:  0.1652
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.2152
		MRR:  0.2766
	3-Hop
		Hits@1:  0.0346
		MRR:  0.0573
Valid Action Count at Each Step
	Overall Average: 16.4536
		Step 1: 19.4834
		Step 2: 15.2714
		Step 3: 16.7336
		Step 4: 14.3259
Entropy Metrics
	Question Entropy:  1.5073
	Path Entropy:  6.0290
		Step 1:  2.1652
		Step 2:  1.5343
		Step 3:  1.2443
		Step 4:  1.0853
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5387
	Restart Rate:  0.0000
	No-Op Rate:  0.5387
	Cycle Rate:  0.0205
	Backtrack Rate:  0.0000
	Unique Edges:  1.8164
	Redundancy:  0.0094
	Avg Segment Hops:  1.8451
Answer(s) Endpoint Coverage Metrics
	Recall:  0.2987
	Precision:  0.0136
	F1 Score:  0.0250
Relation-Set Overlap Metrics
	Recall:  0.1396
	Precision:  0.2200
	F1 Score:  0.1649
Relation Edit Distance Metrics:
	Overall Average:  0.8621
		4-Hop:  0.9676
		2-Hop:  0.7865
		3-Hop:  0.9372

Score for iteration 700
Answer Metrics
	Hits@1:  0.1571
	Hits@3:  0.2124
	Hits@5:  0.2412
	Hits@10:  0.2732
	Hits@20:  0.3142
	MRR:  0.1982
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.2541
		MRR:  0.3161
	3-Hop
		Hits@1:  0.0779
		MRR:  0.1016
Valid Action Count at Each Step
	Overall Average: 20.5340
		Step 1: 19.4834
		Step 2: 17.8762
		Step 3: 22.6776
		Step 4: 22.0986
Entropy Metrics
	Question Entropy:  1.4473
	Path Entropy:  5.7891
		Step 1:  2.0385
		Step 2:  1.4529
		Step 3:  1.2232
		Step 4:  1.0745
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5324
	Restart Rate:  0.0000
	No-Op Rate:  0.5324
	Cycle Rate:  0.0379
	Backtrack Rate:  0.0000
	Unique Edges:  1.8119
	Redundancy:  0.0159
	Avg Segment Hops:  1.8706
Answer(s) Endpoint Coverage Metrics
	Recall:  0.3351
	Precision:  0.0151
	F1 Score:  0.0279
Relation-Set Overlap Metrics
	Recall:  0.1443
	Precision:  0.2114
	F1 Score:  0.1652
Relation Edit Distance Metrics:
	Overall Average:  0.8603
		4-Hop:  0.9757
		2-Hop:  0.7708
		3-Hop:  0.9567

Score for iteration 800
Answer Metrics
	Hits@1:  0.1792
	Hits@3:  0.2467
	Hits@5:  0.2832
	Hits@10:  0.3396
	Hits@20:  0.4093
	MRR:  0.2321
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.2910
		MRR:  0.3677
	3-Hop
		Hits@1:  0.0779
		MRR:  0.1088
	4-Hop
		Hits@1:  0.0108
		MRR:  0.0282
Valid Action Count at Each Step
	Overall Average: 20.3341
		Step 1: 19.4834
		Step 2: 19.0385
		Step 3: 22.3845
		Step 4: 20.4301
Entropy Metrics
	Question Entropy:  1.3570
	Path Entropy:  5.4278
		Step 1:  1.8819
		Step 2:  1.3874
		Step 3:  1.1302
		Step 4:  1.0283
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5962
	Restart Rate:  0.0000
	No-Op Rate:  0.5962
	Cycle Rate:  0.0225
	Backtrack Rate:  0.0000
	Unique Edges:  1.5852
	Redundancy:  0.0088
	Avg Segment Hops:  1.6150
Answer(s) Endpoint Coverage Metrics
	Recall:  0.4130
	Precision:  0.0217
	F1 Score:  0.0382
Relation-Set Overlap Metrics
	Recall:  0.2074
	Precision:  0.3230
	F1 Score:  0.2408
Relation Edit Distance Metrics:
	Overall Average:  0.7970
		4-Hop:  0.9311
		2-Hop:  0.6940
		3-Hop:  0.9073

Score for iteration 900
Answer Metrics
	Hits@1:  0.1814
	Hits@3:  0.2865
	Hits@5:  0.3462
	Hits@10:  0.4270
	Hits@20:  0.5088
	MRR:  0.2585
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.3012
		MRR:  0.4047
	3-Hop
		Hits@1:  0.0606
		MRR:  0.1125
	4-Hop
		Hits@1:  0.0162
		MRR:  0.0553
Valid Action Count at Each Step
	Overall Average: 22.8138
		Step 1: 19.4834
		Step 2: 24.9275
		Step 3: 24.1843
		Step 4: 22.6599
Entropy Metrics
	Question Entropy:  1.1986
	Path Entropy:  4.7943
		Step 1:  1.6163
		Step 2:  1.3336
		Step 3:  0.9408
		Step 4:  0.9037
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.6098
	Restart Rate:  0.0000
	No-Op Rate:  0.6098
	Cycle Rate:  0.0181
	Backtrack Rate:  0.0000
	Unique Edges:  1.5310
	Redundancy:  0.0086
	Avg Segment Hops:  1.5608
Answer(s) Endpoint Coverage Metrics
	Recall:  0.4829
	Precision:  0.0263
	F1 Score:  0.0474
Relation-Set Overlap Metrics
	Recall:  0.2116
	Precision:  0.3235
	F1 Score:  0.2464
Relation Edit Distance Metrics:
	Overall Average:  0.7925
		4-Hop:  0.9284
		2-Hop:  0.6925
		3-Hop:  0.8950

Score for iteration 1000
Answer Metrics
	Hits@1:  0.2157
	Hits@3:  0.3031
	Hits@5:  0.3573
	Hits@10:  0.4447
	Hits@20:  0.5487
	MRR:  0.2894
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.3422
		MRR:  0.4380
	3-Hop
		Hits@1:  0.0952
		MRR:  0.1454
	4-Hop
		Hits@1:  0.0324
		MRR:  0.0772
Valid Action Count at Each Step
	Overall Average: 23.2897
		Step 1: 19.4834
		Step 2: 26.2406
		Step 3: 24.1253
		Step 4: 23.3093
Entropy Metrics
	Question Entropy:  1.1789
	Path Entropy:  4.7157
		Step 1:  1.5679
		Step 2:  1.2644
		Step 3:  0.9272
		Step 4:  0.9562
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.6316
	Restart Rate:  0.0000
	No-Op Rate:  0.6316
	Cycle Rate:  0.0131
	Backtrack Rate:  0.0000
	Unique Edges:  1.4558
	Redundancy:  0.0055
	Avg Segment Hops:  1.4735
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5188
	Precision:  0.0264
	F1 Score:  0.0475
Relation-Set Overlap Metrics
	Recall:  0.2206
	Precision:  0.3300
	F1 Score:  0.2539
Relation Edit Distance Metrics:
	Overall Average:  0.7821
		4-Hop:  0.9257
		2-Hop:  0.6714
		3-Hop:  0.9008

Score for iteration 1100
Answer Metrics
	Hits@1:  0.2345
	Hits@3:  0.3274
	Hits@5:  0.3695
	Hits@10:  0.4668
	Hits@20:  0.5642
	MRR:  0.3091
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.3893
		MRR:  0.4852
	3-Hop
		Hits@1:  0.0952
		MRR:  0.1422
Valid Action Count at Each Step
	Overall Average: 22.2093
		Step 1: 19.4834
		Step 2: 23.9628
		Step 3: 21.5697
		Step 4: 23.8212
Entropy Metrics
	Question Entropy:  1.1234
	Path Entropy:  4.4938
		Step 1:  1.5246
		Step 2:  1.1409
		Step 3:  0.8717
		Step 4:  0.9566
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.6137
	Restart Rate:  0.0000
	No-Op Rate:  0.6137
	Cycle Rate:  0.0092
	Backtrack Rate:  0.0000
	Unique Edges:  1.5409
	Redundancy:  0.0033
	Avg Segment Hops:  1.5454
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5568
	Precision:  0.0280
	F1 Score:  0.0507
Relation-Set Overlap Metrics
	Recall:  0.2464
	Precision:  0.3565
	F1 Score:  0.2789
Relation Edit Distance Metrics:
	Overall Average:  0.7587
		4-Hop:  0.9500
		2-Hop:  0.6274
		3-Hop:  0.8828

Score for iteration 1200
Answer Metrics
	Hits@1:  0.2931
	Hits@3:  0.4215
	Hits@5:  0.4912
	Hits@10:  0.5863
	Hits@20:  0.6681
	MRR:  0.3868
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.4365
		MRR:  0.5347
	4-Hop
		Hits@1:  0.0919
		MRR:  0.2074
	3-Hop
		Hits@1:  0.1515
		MRR:  0.2180
Valid Action Count at Each Step
	Overall Average: 28.6213
		Step 1: 19.4834
		Step 2: 30.0293
		Step 3: 30.2046
		Step 4: 34.7681
Entropy Metrics
	Question Entropy:  1.0913
	Path Entropy:  4.3650
		Step 1:  1.3302
		Step 2:  1.1884
		Step 3:  1.0584
		Step 4:  0.7881
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5711
	Restart Rate:  0.0000
	No-Op Rate:  0.5711
	Cycle Rate:  0.0221
	Backtrack Rate:  0.0000
	Unique Edges:  1.6803
	Redundancy:  0.0124
	Avg Segment Hops:  1.7157
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5822
	Precision:  0.0341
	F1 Score:  0.0605
Relation-Set Overlap Metrics
	Recall:  0.2550
	Precision:  0.3321
	F1 Score:  0.2771
Relation Edit Distance Metrics:
	Overall Average:  0.7629
		4-Hop:  0.9419
		2-Hop:  0.6381
		3-Hop:  0.8831

Score for iteration 1300
Answer Metrics
	Hits@1:  0.3938
	Hits@3:  0.5321
	Hits@5:  0.5752
	Hits@10:  0.6471
	Hits@20:  0.7157
	MRR:  0.4806
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.3405
		MRR:  0.4259
	2-Hop
		Hits@1:  0.5225
		MRR:  0.6144
	3-Hop
		Hits@1:  0.1645
		MRR:  0.2418
Valid Action Count at Each Step
	Overall Average: 34.5708
		Step 1: 19.4834
		Step 2: 33.9219
		Step 3: 40.8661
		Step 4: 44.0119
Entropy Metrics
	Question Entropy:  0.9359
	Path Entropy:  3.7438
		Step 1:  1.0265
		Step 2:  1.0272
		Step 3:  1.0074
		Step 4:  0.6827
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5747
	Restart Rate:  0.0000
	No-Op Rate:  0.5747
	Cycle Rate:  0.0217
	Backtrack Rate:  0.0000
	Unique Edges:  1.6726
	Redundancy:  0.0117
	Avg Segment Hops:  1.7013
Answer(s) Endpoint Coverage Metrics
	Recall:  0.6107
	Precision:  0.0402
	F1 Score:  0.0704
Relation-Set Overlap Metrics
	Recall:  0.2890
	Precision:  0.3680
	F1 Score:  0.3124
Relation Edit Distance Metrics:
	Overall Average:  0.7303
		4-Hop:  0.8878
		2-Hop:  0.6195
		3-Hop:  0.8380

Score for iteration 1400
Answer Metrics
	Hits@1:  0.4425
	Hits@3:  0.5299
	Hits@5:  0.5741
	Hits@10:  0.6372
	Hits@20:  0.6825
	MRR:  0.5034
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.5243
		MRR:  0.5771
	2-Hop
		Hits@1:  0.5512
		MRR:  0.6202
	3-Hop
		Hits@1:  0.1472
		MRR:  0.1978
Valid Action Count at Each Step
	Overall Average: 64.5398
		Step 1: 19.4834
		Step 2: 80.2638
		Step 3: 75.7097
		Step 4: 82.7023
Entropy Metrics
	Question Entropy:  0.5983
	Path Entropy:  2.3931
		Step 1:  0.5407
		Step 2:  0.8328
		Step 3:  0.5368
		Step 4:  0.4829
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4505
	Restart Rate:  0.0000
	No-Op Rate:  0.4505
	Cycle Rate:  0.0748
	Backtrack Rate:  0.0000
	Unique Edges:  2.0774
	Redundancy:  0.0336
	Avg Segment Hops:  2.1980
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5800
	Precision:  0.0499
	F1 Score:  0.0824
Relation-Set Overlap Metrics
	Recall:  0.3426
	Precision:  0.3890
	F1 Score:  0.3534
Relation Edit Distance Metrics:
	Overall Average:  0.6980
		4-Hop:  0.8122
		2-Hop:  0.5523
		3-Hop:  0.9145

Score for iteration 1500
Answer Metrics
	Hits@1:  0.4646
	Hits@3:  0.5653
	Hits@5:  0.5940
	Hits@10:  0.6704
	Hits@20:  0.7091
	MRR:  0.5310
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.5946
		MRR:  0.6255
	2-Hop
		Hits@1:  0.5594
		MRR:  0.6376
	3-Hop
		Hits@1:  0.1602
		MRR:  0.2301
Valid Action Count at Each Step
	Overall Average: 56.2550
		Step 1: 19.4834
		Step 2: 66.8957
		Step 3: 61.9928
		Step 4: 76.6479
Entropy Metrics
	Question Entropy:  0.6812
	Path Entropy:  2.7248
		Step 1:  0.7083
		Step 2:  0.9153
		Step 3:  0.6136
		Step 4:  0.4876
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4369
	Restart Rate:  0.0000
	No-Op Rate:  0.4369
	Cycle Rate:  0.0431
	Backtrack Rate:  0.0000
	Unique Edges:  2.2091
	Redundancy:  0.0141
	Avg Segment Hops:  2.2522
Answer(s) Endpoint Coverage Metrics
	Recall:  0.6102
	Precision:  0.0439
	F1 Score:  0.0764
Relation-Set Overlap Metrics
	Recall:  0.3821
	Precision:  0.4315
	F1 Score:  0.3938
Relation Edit Distance Metrics:
	Overall Average:  0.6586
		4-Hop:  0.7486
		2-Hop:  0.5302
		3-Hop:  0.8575

Score for iteration 1600
Answer Metrics
	Hits@1:  0.5188
	Hits@3:  0.6593
	Hits@5:  0.7257
	Hits@10:  0.7832
	Hits@20:  0.8352
	MRR:  0.6096
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.5351
		MRR:  0.6105
	2-Hop
		Hits@1:  0.6270
		MRR:  0.7139
	3-Hop
		Hits@1:  0.2771
		MRR:  0.3884
Valid Action Count at Each Step
	Overall Average: 51.4169
		Step 1: 19.4834
		Step 2: 47.1083
		Step 3: 57.0842
		Step 4: 81.9917
Entropy Metrics
	Question Entropy:  0.5260
	Path Entropy:  2.1041
		Step 1:  0.5013
		Step 2:  0.5561
		Step 3:  0.4062
		Step 4:  0.6404
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4942
	Restart Rate:  0.0000
	No-Op Rate:  0.4942
	Cycle Rate:  0.0194
	Backtrack Rate:  0.0000
	Unique Edges:  2.0100
	Redundancy:  0.0056
	Avg Segment Hops:  2.0232
Answer(s) Endpoint Coverage Metrics
	Recall:  0.6939
	Precision:  0.0624
	F1 Score:  0.0944
Relation-Set Overlap Metrics
	Recall:  0.4498
	Precision:  0.5395
	F1 Score:  0.4777
Relation Edit Distance Metrics:
	Overall Average:  0.5717
		4-Hop:  0.6351
		2-Hop:  0.4882
		3-Hop:  0.6973

Score for iteration 1700
Answer Metrics
	Hits@1:  0.5830
	Hits@3:  0.7290
	Hits@5:  0.7721
	Hits@10:  0.8086
	Hits@20:  0.8606
	MRR:  0.6697
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6216
		MRR:  0.6983
	2-Hop
		Hits@1:  0.6557
		MRR:  0.7456
	3-Hop
		Hits@1:  0.3983
		MRR:  0.4865
Valid Action Count at Each Step
	Overall Average: 54.9734
		Step 1: 19.4834
		Step 2: 64.1653
		Step 3: 58.5785
		Step 4: 77.6663
Entropy Metrics
	Question Entropy:  0.5686
	Path Entropy:  2.2745
		Step 1:  0.6116
		Step 2:  0.7450
		Step 3:  0.5128
		Step 4:  0.4051
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4477
	Restart Rate:  0.0000
	No-Op Rate:  0.4477
	Cycle Rate:  0.0371
	Backtrack Rate:  0.0000
	Unique Edges:  2.1681
	Redundancy:  0.0137
	Avg Segment Hops:  2.2091
Answer(s) Endpoint Coverage Metrics
	Recall:  0.6938
	Precision:  0.0559
	F1 Score:  0.0921
Relation-Set Overlap Metrics
	Recall:  0.4711
	Precision:  0.5448
	F1 Score:  0.4904
Relation Edit Distance Metrics:
	Overall Average:  0.5679
		4-Hop:  0.6689
		2-Hop:  0.4916
		3-Hop:  0.6483

Score for iteration 1800
Answer Metrics
	Hits@1:  0.5741
	Hits@3:  0.7312
	Hits@5:  0.7765
	Hits@10:  0.8285
	Hits@20:  0.8739
	MRR:  0.6671
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6324
		MRR:  0.7341
	2-Hop
		Hits@1:  0.6414
		MRR:  0.7372
	3-Hop
		Hits@1:  0.3853
		MRR:  0.4655
Valid Action Count at Each Step
	Overall Average: 62.5122
		Step 1: 19.4834
		Step 2: 77.6967
		Step 3: 65.9971
		Step 4: 86.8717
Entropy Metrics
	Question Entropy:  0.5302
	Path Entropy:  2.1208
		Step 1:  0.5090
		Step 2:  0.6690
		Step 3:  0.5197
		Step 4:  0.4231
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4369
	Restart Rate:  0.0000
	No-Op Rate:  0.4369
	Cycle Rate:  0.0338
	Backtrack Rate:  0.0000
	Unique Edges:  2.2157
	Redundancy:  0.0127
	Avg Segment Hops:  2.2522
Answer(s) Endpoint Coverage Metrics
	Recall:  0.6969
	Precision:  0.0658
	F1 Score:  0.1042
Relation-Set Overlap Metrics
	Recall:  0.4521
	Precision:  0.5199
	F1 Score:  0.4708
Relation Edit Distance Metrics:
	Overall Average:  0.5872
		4-Hop:  0.6554
		2-Hop:  0.5014
		3-Hop:  0.7139

Score for iteration 1900
Answer Metrics
	Hits@1:  0.6051
	Hits@3:  0.7367
	Hits@5:  0.7754
	Hits@10:  0.8252
	Hits@20:  0.8673
	MRR:  0.6831
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6378
		MRR:  0.7182
	2-Hop
		Hits@1:  0.6967
		MRR:  0.7713
	3-Hop
		Hits@1:  0.3853
		MRR:  0.4687
Valid Action Count at Each Step
	Overall Average: 63.0127
		Step 1: 19.4834
		Step 2: 76.7288
		Step 3: 65.2510
		Step 4: 90.5875
Entropy Metrics
	Question Entropy:  0.4502
	Path Entropy:  1.8006
		Step 1:  0.4037
		Step 2:  0.6598
		Step 3:  0.3243
		Step 4:  0.4128
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4320
	Restart Rate:  0.0000
	No-Op Rate:  0.4320
	Cycle Rate:  0.0460
	Backtrack Rate:  0.0000
	Unique Edges:  2.2279
	Redundancy:  0.0157
	Avg Segment Hops:  2.2721
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7023
	Precision:  0.0648
	F1 Score:  0.0988
Relation-Set Overlap Metrics
	Recall:  0.4653
	Precision:  0.5297
	F1 Score:  0.4825
Relation Edit Distance Metrics:
	Overall Average:  0.5777
		4-Hop:  0.7014
		2-Hop:  0.4758
		3-Hop:  0.6941

Score for iteration 2000
Answer Metrics
	Hits@1:  0.6150
	Hits@3:  0.7688
	Hits@5:  0.8097
	Hits@10:  0.8529
	Hits@20:  0.9038
	MRR:  0.7036
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6757
		MRR:  0.7559
	2-Hop
		Hits@1:  0.6762
		MRR:  0.7683
	3-Hop
		Hits@1:  0.4372
		MRR:  0.5253
Valid Action Count at Each Step
	Overall Average: 58.6686
		Step 1: 19.4834
		Step 2: 70.3461
		Step 3: 60.6575
		Step 4: 84.1872
Entropy Metrics
	Question Entropy:  0.3799
	Path Entropy:  1.5196
		Step 1:  0.2820
		Step 2:  0.5781
		Step 3:  0.2811
		Step 4:  0.3783
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4892
	Restart Rate:  0.0000
	No-Op Rate:  0.4892
	Cycle Rate:  0.0254
	Backtrack Rate:  0.0000
	Unique Edges:  2.0354
	Redundancy:  0.0064
	Avg Segment Hops:  2.0431
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7378
	Precision:  0.0711
	F1 Score:  0.1023
Relation-Set Overlap Metrics
	Recall:  0.4866
	Precision:  0.5936
	F1 Score:  0.5192
Relation Edit Distance Metrics:
	Overall Average:  0.5387
		4-Hop:  0.6135
		2-Hop:  0.4670
		3-Hop:  0.6302

Score for iteration 2100
Answer Metrics
	Hits@1:  0.6582
	Hits@3:  0.7710
	Hits@5:  0.8031
	Hits@10:  0.8518
	Hits@20:  0.8883
	MRR:  0.7258
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7351
		MRR:  0.7999
	2-Hop
		Hits@1:  0.7295
		MRR:  0.7971
	3-Hop
		Hits@1:  0.4459
		MRR:  0.5158
Valid Action Count at Each Step
	Overall Average: 61.6880
		Step 1: 19.4834
		Step 2: 76.6000
		Step 3: 60.7340
		Step 4: 89.9347
Entropy Metrics
	Question Entropy:  0.4436
	Path Entropy:  1.7744
		Step 1:  0.3807
		Step 2:  0.6422
		Step 3:  0.4161
		Step 4:  0.3355
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3863
	Restart Rate:  0.0000
	No-Op Rate:  0.3863
	Cycle Rate:  0.0608
	Backtrack Rate:  0.0000
	Unique Edges:  2.3805
	Redundancy:  0.0196
	Avg Segment Hops:  2.4546
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7270
	Precision:  0.0633
	F1 Score:  0.0997
Relation-Set Overlap Metrics
	Recall:  0.5285
	Precision:  0.5666
	F1 Score:  0.5316
Relation Edit Distance Metrics:
	Overall Average:  0.5375
		4-Hop:  0.6784
		2-Hop:  0.4588
		3-Hop:  0.5909

Score for iteration 2200
Answer Metrics
	Hits@1:  0.6704
	Hits@3:  0.8009
	Hits@5:  0.8462
	Hits@10:  0.8883
	Hits@20:  0.9303
	MRR:  0.7487
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7568
		MRR:  0.8115
	2-Hop
		Hits@1:  0.7439
		MRR:  0.8176
	3-Hop
		Hits@1:  0.4459
		MRR:  0.5528
Valid Action Count at Each Step
	Overall Average: 64.8529
		Step 1: 19.4834
		Step 2: 81.6926
		Step 3: 63.1017
		Step 4: 95.1338
Entropy Metrics
	Question Entropy:  0.3350
	Path Entropy:  1.3399
		Step 1:  0.2505
		Step 2:  0.5239
		Step 3:  0.2406
		Step 4:  0.3249
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4123
	Restart Rate:  0.0000
	No-Op Rate:  0.4123
	Cycle Rate:  0.0587
	Backtrack Rate:  0.0000
	Unique Edges:  2.2743
	Redundancy:  0.0191
	Avg Segment Hops:  2.3507
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7748
	Precision:  0.0789
	F1 Score:  0.1147
Relation-Set Overlap Metrics
	Recall:  0.5248
	Precision:  0.5856
	F1 Score:  0.5390
Relation Edit Distance Metrics:
	Overall Average:  0.5242
		4-Hop:  0.6095
		2-Hop:  0.4324
		3-Hop:  0.6497

Score for iteration 2300
Answer Metrics
	Hits@1:  0.6117
	Hits@3:  0.7633
	Hits@5:  0.8020
	Hits@10:  0.8650
	Hits@20:  0.9038
	MRR:  0.7018
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7784
		MRR:  0.8290
	2-Hop
		Hits@1:  0.6578
		MRR:  0.7501
	3-Hop
		Hits@1:  0.3810
		MRR:  0.4981
Valid Action Count at Each Step
	Overall Average: 63.1654
		Step 1: 19.4834
		Step 2: 74.7840
		Step 3: 65.8406
		Step 4: 92.5538
Entropy Metrics
	Question Entropy:  0.3581
	Path Entropy:  1.4325
		Step 1:  0.2686
		Step 2:  0.5965
		Step 3:  0.2528
		Step 4:  0.3145
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3460
	Restart Rate:  0.0000
	No-Op Rate:  0.3460
	Cycle Rate:  0.0880
	Backtrack Rate:  0.0000
	Unique Edges:  2.5321
	Redundancy:  0.0234
	Avg Segment Hops:  2.6162
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7421
	Precision:  0.0841
	F1 Score:  0.1168
Relation-Set Overlap Metrics
	Recall:  0.5163
	Precision:  0.5407
	F1 Score:  0.5116
Relation Edit Distance Metrics:
	Overall Average:  0.5588
		4-Hop:  0.5824
		2-Hop:  0.5014
		3-Hop:  0.6613

Score for iteration 2400
Answer Metrics
	Hits@1:  0.7102
	Hits@3:  0.8164
	Hits@5:  0.8507
	Hits@10:  0.8971
	Hits@20:  0.9215
	MRR:  0.7739
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8108
		MRR:  0.8591
	2-Hop
		Hits@1:  0.7684
		MRR:  0.8322
	3-Hop
		Hits@1:  0.5065
		MRR:  0.5825
Valid Action Count at Each Step
	Overall Average: 66.1169
		Step 1: 19.4834
		Step 2: 78.4278
		Step 3: 67.3688
		Step 4: 99.1877
Entropy Metrics
	Question Entropy:  0.3378
	Path Entropy:  1.3513
		Step 1:  0.2194
		Step 2:  0.5534
		Step 3:  0.2446
		Step 4:  0.3339
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3012
	Restart Rate:  0.0000
	No-Op Rate:  0.3012
	Cycle Rate:  0.1061
	Backtrack Rate:  0.0000
	Unique Edges:  2.6814
	Redundancy:  0.0320
	Avg Segment Hops:  2.7954
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7611
	Precision:  0.0911
	F1 Score:  0.1194
Relation-Set Overlap Metrics
	Recall:  0.5584
	Precision:  0.5583
	F1 Score:  0.5413
Relation Edit Distance Metrics:
	Overall Average:  0.5371
		4-Hop:  0.5959
		2-Hop:  0.4715
		3-Hop:  0.6284

Score for iteration 2500
Answer Metrics
	Hits@1:  0.6947
	Hits@3:  0.8296
	Hits@5:  0.8639
	Hits@10:  0.9038
	Hits@20:  0.9314
	MRR:  0.7715
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7135
		MRR:  0.8009
	2-Hop
		Hits@1:  0.7377
		MRR:  0.8124
	3-Hop
		Hits@1:  0.5887
		MRR:  0.6617
Valid Action Count at Each Step
	Overall Average: 64.4799
		Step 1: 19.4834
		Step 2: 78.1161
		Step 3: 63.4692
		Step 4: 96.8507
Entropy Metrics
	Question Entropy:  0.2575
	Path Entropy:  1.0300
		Step 1:  0.1218
		Step 2:  0.4373
		Step 3:  0.1865
		Step 4:  0.2844
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3476
	Restart Rate:  0.0000
	No-Op Rate:  0.3476
	Cycle Rate:  0.0897
	Backtrack Rate:  0.0000
	Unique Edges:  2.5221
	Redundancy:  0.0252
	Avg Segment Hops:  2.6095
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7690
	Precision:  0.0896
	F1 Score:  0.1164
Relation-Set Overlap Metrics
	Recall:  0.5690
	Precision:  0.6161
	F1 Score:  0.5721
Relation Edit Distance Metrics:
	Overall Average:  0.5090
		4-Hop:  0.6122
		2-Hop:  0.4532
		3-Hop:  0.5444

Score for iteration 2600
Answer Metrics
	Hits@1:  0.7102
	Hits@3:  0.8485
	Hits@5:  0.8838
	Hits@10:  0.9259
	Hits@20:  0.9580
	MRR:  0.7887
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8108
		MRR:  0.8819
	2-Hop
		Hits@1:  0.7275
		MRR:  0.8037
	3-Hop
		Hits@1:  0.5931
		MRR:  0.6825
Valid Action Count at Each Step
	Overall Average: 66.8422
		Step 1: 19.4834
		Step 2: 88.7299
		Step 3: 66.8925
		Step 4: 92.2630
Entropy Metrics
	Question Entropy:  0.2535
	Path Entropy:  1.0140
		Step 1:  0.1621
		Step 2:  0.4357
		Step 3:  0.1231
		Step 4:  0.2931
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3858
	Restart Rate:  0.0000
	No-Op Rate:  0.3858
	Cycle Rate:  0.0850
	Backtrack Rate:  0.0000
	Unique Edges:  2.3595
	Redundancy:  0.0265
	Avg Segment Hops:  2.4569
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8108
	Precision:  0.1046
	F1 Score:  0.1393
Relation-Set Overlap Metrics
	Recall:  0.5340
	Precision:  0.6016
	F1 Score:  0.5495
Relation Edit Distance Metrics:
	Overall Average:  0.5195
		4-Hop:  0.6216
		2-Hop:  0.4493
		3-Hop:  0.5859

Score for iteration 2700
Answer Metrics
	Hits@1:  0.7600
	Hits@3:  0.8739
	Hits@5:  0.9004
	Hits@10:  0.9358
	Hits@20:  0.9580
	MRR:  0.8244
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8757
		MRR:  0.9149
	2-Hop
		Hits@1:  0.7664
		MRR:  0.8323
	3-Hop
		Hits@1:  0.6537
		MRR:  0.7351
Valid Action Count at Each Step
	Overall Average: 65.5144
		Step 1: 19.4834
		Step 2: 81.9234
		Step 3: 69.0047
		Step 4: 91.6460
Entropy Metrics
	Question Entropy:  0.2974
	Path Entropy:  1.1896
		Step 1:  0.1634
		Step 2:  0.5556
		Step 3:  0.2092
		Step 4:  0.2614
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3368
	Restart Rate:  0.0000
	No-Op Rate:  0.3368
	Cycle Rate:  0.0784
	Backtrack Rate:  0.0000
	Unique Edges:  2.5608
	Redundancy:  0.0241
	Avg Segment Hops:  2.6527
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7931
	Precision:  0.0955
	F1 Score:  0.1247
Relation-Set Overlap Metrics
	Recall:  0.6244
	Precision:  0.6609
	F1 Score:  0.6290
Relation Edit Distance Metrics:
	Overall Average:  0.4396
		4-Hop:  0.5662
		2-Hop:  0.3992
		3-Hop:  0.4235

Score for iteration 2800
Answer Metrics
	Hits@1:  0.7257
	Hits@3:  0.8462
	Hits@5:  0.8772
	Hits@10:  0.9170
	Hits@20:  0.9458
	MRR:  0.7954
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8703
		MRR:  0.9157
	2-Hop
		Hits@1:  0.7643
		MRR:  0.8360
	3-Hop
		Hits@1:  0.5281
		MRR:  0.6133
Valid Action Count at Each Step
	Overall Average: 62.2670
		Step 1: 19.4834
		Step 2: 73.7523
		Step 3: 78.5415
		Step 4: 77.2909
Entropy Metrics
	Question Entropy:  0.2735
	Path Entropy:  1.0942
		Step 1:  0.1188
		Step 2:  0.4490
		Step 3:  0.2791
		Step 4:  0.2473
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.2893
	Restart Rate:  0.0000
	No-Op Rate:  0.2893
	Cycle Rate:  0.0960
	Backtrack Rate:  0.0000
	Unique Edges:  2.7600
	Redundancy:  0.0241
	Avg Segment Hops:  2.8429
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7992
	Precision:  0.0840
	F1 Score:  0.1203
Relation-Set Overlap Metrics
	Recall:  0.6374
	Precision:  0.6475
	F1 Score:  0.6262
Relation Edit Distance Metrics:
	Overall Average:  0.4646
		4-Hop:  0.5257
		2-Hop:  0.4378
		3-Hop:  0.4722

Score for iteration 2900
Answer Metrics
	Hits@1:  0.7511
	Hits@3:  0.8772
	Hits@5:  0.9115
	Hits@10:  0.9436
	Hits@20:  0.9602
	MRR:  0.8210
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8703
		MRR:  0.9173
	2-Hop
		Hits@1:  0.7500
		MRR:  0.8219
	3-Hop
		Hits@1:  0.6580
		MRR:  0.7421
Valid Action Count at Each Step
	Overall Average: 68.8834
		Step 1: 19.4834
		Step 2: 88.8039
		Step 3: 70.3971
		Step 4: 96.8493
Entropy Metrics
	Question Entropy:  0.2274
	Path Entropy:  0.9095
		Step 1:  0.1145
		Step 2:  0.3925
		Step 3:  0.1553
		Step 4:  0.2471
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3534
	Restart Rate:  0.0000
	No-Op Rate:  0.3534
	Cycle Rate:  0.0755
	Backtrack Rate:  0.0000
	Unique Edges:  2.5066
	Redundancy:  0.0201
	Avg Segment Hops:  2.5863
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8332
	Precision:  0.0893
	F1 Score:  0.1218
Relation-Set Overlap Metrics
	Recall:  0.6249
	Precision:  0.6869
	F1 Score:  0.6389
Relation Edit Distance Metrics:
	Overall Average:  0.4362
		4-Hop:  0.5054
		2-Hop:  0.3748
		3-Hop:  0.5105

Score for iteration 3000
Answer Metrics
	Hits@1:  0.7743
	Hits@3:  0.8993
	Hits@5:  0.9204
	Hits@10:  0.9513
	Hits@20:  0.9723
	MRR:  0.8424
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8541
		MRR:  0.9032
	2-Hop
		Hits@1:  0.7910
		MRR:  0.8535
	3-Hop
		Hits@1:  0.6753
		MRR:  0.7702
Valid Action Count at Each Step
	Overall Average: 66.0682
		Step 1: 19.4834
		Step 2: 87.6754
		Step 3: 66.8958
		Step 4: 90.2183
Entropy Metrics
	Question Entropy:  0.2279
	Path Entropy:  0.9114
		Step 1:  0.1213
		Step 2:  0.4298
		Step 3:  0.1265
		Step 4:  0.2338
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3435
	Restart Rate:  0.0000
	No-Op Rate:  0.3435
	Cycle Rate:  0.0881
	Backtrack Rate:  0.0000
	Unique Edges:  2.5376
	Redundancy:  0.0225
	Avg Segment Hops:  2.6261
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8413
	Precision:  0.0966
	F1 Score:  0.1287
Relation-Set Overlap Metrics
	Recall:  0.6040
	Precision:  0.6629
	F1 Score:  0.6186
Relation Edit Distance Metrics:
	Overall Average:  0.4586
		4-Hop:  0.6270
		2-Hop:  0.3909
		3-Hop:  0.4668

Score for iteration 3100
Answer Metrics
	Hits@1:  0.8053
	Hits@3:  0.9049
	Hits@5:  0.9314
	Hits@10:  0.9591
	Hits@20:  0.9701
	MRR:  0.8603
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9354
	2-Hop
		Hits@1:  0.7971
		MRR:  0.8537
	3-Hop
		Hits@1:  0.7446
		MRR:  0.8140
Valid Action Count at Each Step
	Overall Average: 64.1938
		Step 1: 19.4834
		Step 2: 83.2189
		Step 3: 67.2013
		Step 4: 86.8716
Entropy Metrics
	Question Entropy:  0.2130
	Path Entropy:  0.8521
		Step 1:  0.0960
		Step 2:  0.3722
		Step 3:  0.1651
		Step 4:  0.2187
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3537
	Restart Rate:  0.0000
	No-Op Rate:  0.3537
	Cycle Rate:  0.0741
	Backtrack Rate:  0.0000
	Unique Edges:  2.5088
	Redundancy:  0.0193
	Avg Segment Hops:  2.5852
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8213
	Precision:  0.0830
	F1 Score:  0.1184
Relation-Set Overlap Metrics
	Recall:  0.6402
	Precision:  0.6881
	F1 Score:  0.6501
Relation Edit Distance Metrics:
	Overall Average:  0.4218
		4-Hop:  0.5459
		2-Hop:  0.3555
		3-Hop:  0.4625

Score for iteration 3200
Answer Metrics
	Hits@1:  0.7998
	Hits@3:  0.9082
	Hits@5:  0.9358
	Hits@10:  0.9602
	Hits@20:  0.9801
	MRR:  0.8595
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9497
	2-Hop
		Hits@1:  0.7889
		MRR:  0.8574
	3-Hop
		Hits@1:  0.7229
		MRR:  0.7916
Valid Action Count at Each Step
	Overall Average: 69.6714
		Step 1: 19.4834
		Step 2: 93.3422
		Step 3: 70.0300
		Step 4: 95.8302
Entropy Metrics
	Question Entropy:  0.2050
	Path Entropy:  0.8199
		Step 1:  0.1007
		Step 2:  0.4044
		Step 3:  0.1140
		Step 4:  0.2009
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3197
	Restart Rate:  0.0000
	No-Op Rate:  0.3197
	Cycle Rate:  0.0934
	Backtrack Rate:  0.0000
	Unique Edges:  2.6405
	Redundancy:  0.0205
	Avg Segment Hops:  2.7212
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8029
	Precision:  0.0974
	F1 Score:  0.1319
Relation-Set Overlap Metrics
	Recall:  0.6302
	Precision:  0.6586
	F1 Score:  0.6277
Relation Edit Distance Metrics:
	Overall Average:  0.4511
		4-Hop:  0.5973
		2-Hop:  0.3902
		3-Hop:  0.4625

Score for iteration 3300
Answer Metrics
	Hits@1:  0.7555
	Hits@3:  0.8861
	Hits@5:  0.9215
	Hits@10:  0.9469
	Hits@20:  0.9657
	MRR:  0.8266
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8270
		MRR:  0.8834
	2-Hop
		Hits@1:  0.7766
		MRR:  0.8430
	3-Hop
		Hits@1:  0.6537
		MRR:  0.7463
Valid Action Count at Each Step
	Overall Average: 66.6460
		Step 1: 19.4834
		Step 2: 82.9081
		Step 3: 74.8071
		Step 4: 89.3854
Entropy Metrics
	Question Entropy:  0.2089
	Path Entropy:  0.8355
		Step 1:  0.0843
		Step 2:  0.3922
		Step 3:  0.1610
		Step 4:  0.1980
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.2862
	Restart Rate:  0.0000
	No-Op Rate:  0.2862
	Cycle Rate:  0.1024
	Backtrack Rate:  0.0000
	Unique Edges:  2.7688
	Redundancy:  0.0219
	Avg Segment Hops:  2.8551
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7886
	Precision:  0.0843
	F1 Score:  0.1166
Relation-Set Overlap Metrics
	Recall:  0.6337
	Precision:  0.6372
	F1 Score:  0.6179
Relation Edit Distance Metrics:
	Overall Average:  0.4616
		4-Hop:  0.5811
		2-Hop:  0.4180
		3-Hop:  0.4578

Score for iteration 3400
Answer Metrics
	Hits@1:  0.7179
	Hits@3:  0.8816
	Hits@5:  0.9115
	Hits@10:  0.9436
	Hits@20:  0.9558
	MRR:  0.8036
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7243
		MRR:  0.8121
	2-Hop
		Hits@1:  0.7295
		MRR:  0.8169
	3-Hop
		Hits@1:  0.6883
		MRR:  0.7687
Valid Action Count at Each Step
	Overall Average: 68.5497
		Step 1: 19.4834
		Step 2: 92.1482
		Step 3: 75.4913
		Step 4: 87.0758
Entropy Metrics
	Question Entropy:  0.2084
	Path Entropy:  0.8335
		Step 1:  0.0923
		Step 2:  0.3713
		Step 3:  0.1561
		Step 4:  0.2138
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.2992
	Restart Rate:  0.0000
	No-Op Rate:  0.2992
	Cycle Rate:  0.1055
	Backtrack Rate:  0.0000
	Unique Edges:  2.7544
	Redundancy:  0.0123
	Avg Segment Hops:  2.8031
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7624
	Precision:  0.0958
	F1 Score:  0.1290
Relation-Set Overlap Metrics
	Recall:  0.5777
	Precision:  0.5826
	F1 Score:  0.5642
Relation Edit Distance Metrics:
	Overall Average:  0.5111
		4-Hop:  0.6676
		2-Hop:  0.4348
		3-Hop:  0.5469

Score for iteration 3500
Answer Metrics
	Hits@1:  0.7954
	Hits@3:  0.9049
	Hits@5:  0.9336
	Hits@10:  0.9569
	Hits@20:  0.9712
	MRR:  0.8567
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7838
		MRR:  0.8511
	2-Hop
		Hits@1:  0.8197
		MRR:  0.8752
	3-Hop
		Hits@1:  0.7532
		MRR:  0.8221
Valid Action Count at Each Step
	Overall Average: 66.5276
		Step 1: 19.4834
		Step 2: 87.2335
		Step 3: 61.4732
		Step 4: 97.9201
Entropy Metrics
	Question Entropy:  0.1572
	Path Entropy:  0.6290
		Step 1:  0.0707
		Step 2:  0.2664
		Step 3:  0.1146
		Step 4:  0.1773
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3443
	Restart Rate:  0.0000
	No-Op Rate:  0.3443
	Cycle Rate:  0.0694
	Backtrack Rate:  0.0000
	Unique Edges:  2.5564
	Redundancy:  0.0166
	Avg Segment Hops:  2.6228
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8172
	Precision:  0.0894
	F1 Score:  0.1210
Relation-Set Overlap Metrics
	Recall:  0.6509
	Precision:  0.6935
	F1 Score:  0.6578
Relation Edit Distance Metrics:
	Overall Average:  0.4200
		4-Hop:  0.5838
		2-Hop:  0.3429
		3-Hop:  0.4517

Score for iteration 3600
Answer Metrics
	Hits@1:  0.8308
	Hits@3:  0.9170
	Hits@5:  0.9369
	Hits@10:  0.9602
	Hits@20:  0.9779
	MRR:  0.8786
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9168
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8785
	3-Hop
		Hits@1:  0.7922
		MRR:  0.8483
Valid Action Count at Each Step
	Overall Average: 67.6700
		Step 1: 19.4834
		Step 2: 90.9458
		Step 3: 64.7159
		Step 4: 95.5348
Entropy Metrics
	Question Entropy:  0.1346
	Path Entropy:  0.5386
		Step 1:  0.0737
		Step 2:  0.1783
		Step 3:  0.0991
		Step 4:  0.1874
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3628
	Restart Rate:  0.0000
	No-Op Rate:  0.3628
	Cycle Rate:  0.0609
	Backtrack Rate:  0.0000
	Unique Edges:  2.4856
	Redundancy:  0.0160
	Avg Segment Hops:  2.5487
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8240
	Precision:  0.0983
	F1 Score:  0.1249
Relation-Set Overlap Metrics
	Recall:  0.6422
	Precision:  0.6793
	F1 Score:  0.6457
Relation Edit Distance Metrics:
	Overall Average:  0.4212
		4-Hop:  0.6500
		2-Hop:  0.3291
		3-Hop:  0.4325

Score for iteration 3700
Answer Metrics
	Hits@1:  0.8385
	Hits@3:  0.9204
	Hits@5:  0.9436
	Hits@10:  0.9679
	Hits@20:  0.9779
	MRR:  0.8856
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8811
		MRR:  0.9181
	2-Hop
		Hits@1:  0.8422
		MRR:  0.8877
	3-Hop
		Hits@1:  0.7965
		MRR:  0.8552
Valid Action Count at Each Step
	Overall Average: 65.0760
		Step 1: 19.4834
		Step 2: 89.1758
		Step 3: 60.0602
		Step 4: 91.5848
Entropy Metrics
	Question Entropy:  0.1419
	Path Entropy:  0.5676
		Step 1:  0.0739
		Step 2:  0.2025
		Step 3:  0.1084
		Step 4:  0.1828
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3850
	Restart Rate:  0.0000
	No-Op Rate:  0.3850
	Cycle Rate:  0.0436
	Backtrack Rate:  0.0000
	Unique Edges:  2.4248
	Redundancy:  0.0089
	Avg Segment Hops:  2.4602
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8285
	Precision:  0.0958
	F1 Score:  0.1223
Relation-Set Overlap Metrics
	Recall:  0.6449
	Precision:  0.7011
	F1 Score:  0.6578
Relation Edit Distance Metrics:
	Overall Average:  0.4054
		4-Hop:  0.6311
		2-Hop:  0.3021
		3-Hop:  0.4430

Score for iteration 3800
Answer Metrics
	Hits@1:  0.8385
	Hits@3:  0.9248
	Hits@5:  0.9447
	Hits@10:  0.9690
	Hits@20:  0.9779
	MRR:  0.8856
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9480
	2-Hop
		Hits@1:  0.8217
		MRR:  0.8740
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8602
Valid Action Count at Each Step
	Overall Average: 63.5807
		Step 1: 19.4834
		Step 2: 79.5933
		Step 3: 62.9238
		Step 4: 92.3222
Entropy Metrics
	Question Entropy:  0.1313
	Path Entropy:  0.5252
		Step 1:  0.0677
		Step 2:  0.2240
		Step 3:  0.0624
		Step 4:  0.1711
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3551
	Restart Rate:  0.0000
	No-Op Rate:  0.3551
	Cycle Rate:  0.0506
	Backtrack Rate:  0.0000
	Unique Edges:  2.5398
	Redundancy:  0.0100
	Avg Segment Hops:  2.5796
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8443
	Precision:  0.0910
	F1 Score:  0.1222
Relation-Set Overlap Metrics
	Recall:  0.6785
	Precision:  0.7310
	F1 Score:  0.6910
Relation Edit Distance Metrics:
	Overall Average:  0.3804
		4-Hop:  0.5378
		2-Hop:  0.3274
		3-Hop:  0.3665

Score for iteration 3900
Answer Metrics
	Hits@1:  0.8429
	Hits@3:  0.8993
	Hits@5:  0.9303
	Hits@10:  0.9591
	Hits@20:  0.9790
	MRR:  0.8818
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9276
	2-Hop
		Hits@1:  0.8361
		MRR:  0.8776
	3-Hop
		Hits@1:  0.8182
		MRR:  0.8541
Valid Action Count at Each Step
	Overall Average: 62.2273
		Step 1: 19.4834
		Step 2: 77.9913
		Step 3: 68.1569
		Step 4: 83.2777
Entropy Metrics
	Question Entropy:  0.1317
	Path Entropy:  0.5269
		Step 1:  0.0596
		Step 2:  0.1913
		Step 3:  0.0728
		Step 4:  0.2032
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3473
	Restart Rate:  0.0000
	No-Op Rate:  0.3473
	Cycle Rate:  0.0498
	Backtrack Rate:  0.0000
	Unique Edges:  2.5874
	Redundancy:  0.0060
	Avg Segment Hops:  2.6106
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8521
	Precision:  0.0887
	F1 Score:  0.1183
Relation-Set Overlap Metrics
	Recall:  0.6992
	Precision:  0.7290
	F1 Score:  0.7017
Relation Edit Distance Metrics:
	Overall Average:  0.3576
		4-Hop:  0.5500
		2-Hop:  0.2855
		3-Hop:  0.3557

Score for iteration 4000
Answer Metrics
	Hits@1:  0.8108
	Hits@3:  0.8960
	Hits@5:  0.9325
	Hits@10:  0.9591
	Hits@20:  0.9735
	MRR:  0.8646
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.7838
		MRR:  0.8525
	2-Hop
		Hits@1:  0.8320
		MRR:  0.8799
	3-Hop
		Hits@1:  0.7879
		MRR:  0.8422
Valid Action Count at Each Step
	Overall Average: 70.0443
		Step 1: 19.4834
		Step 2: 86.6476
		Step 3: 74.7721
		Step 4: 99.2743
Entropy Metrics
	Question Entropy:  0.0967
	Path Entropy:  0.3866
		Step 1:  0.0545
		Step 2:  0.1014
		Step 3:  0.0552
		Step 4:  0.1755
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3841
	Restart Rate:  0.0000
	No-Op Rate:  0.3841
	Cycle Rate:  0.0430
	Backtrack Rate:  0.0000
	Unique Edges:  2.4259
	Redundancy:  0.0096
	Avg Segment Hops:  2.4635
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8057
	Precision:  0.0771
	F1 Score:  0.1114
Relation-Set Overlap Metrics
	Recall:  0.6538
	Precision:  0.7010
	F1 Score:  0.6653
Relation Edit Distance Metrics:
	Overall Average:  0.3897
		4-Hop:  0.6230
		2-Hop:  0.2886
		3-Hop:  0.4163

Score for iteration 4100
Answer Metrics
	Hits@1:  0.8263
	Hits@3:  0.9270
	Hits@5:  0.9425
	Hits@10:  0.9602
	Hits@20:  0.9757
	MRR:  0.8796
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9351
	2-Hop
		Hits@1:  0.8197
		MRR:  0.8776
	3-Hop
		Hits@1:  0.7792
		MRR:  0.8395
Valid Action Count at Each Step
	Overall Average: 67.2774
		Step 1: 19.4834
		Step 2: 85.2664
		Step 3: 73.1793
		Step 4: 91.1804
Entropy Metrics
	Question Entropy:  0.0795
	Path Entropy:  0.3179
		Step 1:  0.0582
		Step 2:  0.0897
		Step 3:  0.0415
		Step 4:  0.1286
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4345
	Restart Rate:  0.0000
	No-Op Rate:  0.4345
	Cycle Rate:  0.0254
	Backtrack Rate:  0.0000
	Unique Edges:  2.2456
	Redundancy:  0.0044
	Avg Segment Hops:  2.2622
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8239
	Precision:  0.0834
	F1 Score:  0.1169
Relation-Set Overlap Metrics
	Recall:  0.6329
	Precision:  0.7199
	F1 Score:  0.6608
Relation Edit Distance Metrics:
	Overall Average:  0.3888
		4-Hop:  0.5838
		2-Hop:  0.2939
		3-Hop:  0.4333

Score for iteration 4200
Answer Metrics
	Hits@1:  0.8119
	Hits@3:  0.9093
	Hits@5:  0.9336
	Hits@10:  0.9502
	Hits@20:  0.9657
	MRR:  0.8663
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8811
		MRR:  0.9160
	2-Hop
		Hits@1:  0.8115
		MRR:  0.8656
	3-Hop
		Hits@1:  0.7576
		MRR:  0.8281
Valid Action Count at Each Step
	Overall Average: 62.4997
		Step 1: 19.4834
		Step 2: 74.8571
		Step 3: 75.8912
		Step 4: 79.7670
Entropy Metrics
	Question Entropy:  0.0903
	Path Entropy:  0.3610
		Step 1:  0.0487
		Step 2:  0.0885
		Step 3:  0.0826
		Step 4:  0.1413
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3985
	Restart Rate:  0.0000
	No-Op Rate:  0.3985
	Cycle Rate:  0.0325
	Backtrack Rate:  0.0000
	Unique Edges:  2.3673
	Redundancy:  0.0098
	Avg Segment Hops:  2.4060
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8067
	Precision:  0.0782
	F1 Score:  0.1132
Relation-Set Overlap Metrics
	Recall:  0.6738
	Precision:  0.7371
	F1 Score:  0.6907
Relation Edit Distance Metrics:
	Overall Average:  0.3625
		4-Hop:  0.5730
		2-Hop:  0.2812
		3-Hop:  0.3654

Score for iteration 4300
Answer Metrics
	Hits@1:  0.8009
	Hits@3:  0.9115
	Hits@5:  0.9325
	Hits@10:  0.9602
	Hits@20:  0.9735
	MRR:  0.8612
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8703
		MRR:  0.9136
	2-Hop
		Hits@1:  0.8033
		MRR:  0.8621
	3-Hop
		Hits@1:  0.7403
		MRR:  0.8174
Valid Action Count at Each Step
	Overall Average: 59.1352
		Step 1: 19.4834
		Step 2: 81.3874
		Step 3: 64.9832
		Step 4: 70.6866
Entropy Metrics
	Question Entropy:  0.0897
	Path Entropy:  0.3587
		Step 1:  0.0565
		Step 2:  0.0890
		Step 3:  0.0631
		Step 4:  0.1501
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4403
	Restart Rate:  0.0000
	No-Op Rate:  0.4403
	Cycle Rate:  0.0253
	Backtrack Rate:  0.0000
	Unique Edges:  2.2168
	Redundancy:  0.0055
	Avg Segment Hops:  2.2389
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8437
	Precision:  0.0756
	F1 Score:  0.1121
Relation-Set Overlap Metrics
	Recall:  0.6243
	Precision:  0.7140
	F1 Score:  0.6528
Relation Edit Distance Metrics:
	Overall Average:  0.4015
		4-Hop:  0.6122
		2-Hop:  0.3096
		3-Hop:  0.4268

Score for iteration 4400
Answer Metrics
	Hits@1:  0.8319
	Hits@3:  0.9226
	Hits@5:  0.9436
	Hits@10:  0.9646
	Hits@20:  0.9735
	MRR:  0.8828
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8000
		MRR:  0.8694
	2-Hop
		Hits@1:  0.8525
		MRR:  0.8978
	3-Hop
		Hits@1:  0.8139
		MRR:  0.8616
Valid Action Count at Each Step
	Overall Average: 59.2164
		Step 1: 19.4834
		Step 2: 77.5798
		Step 3: 61.9454
		Step 4: 77.8570
Entropy Metrics
	Question Entropy:  0.0805
	Path Entropy:  0.3220
		Step 1:  0.0393
		Step 2:  0.0973
		Step 3:  0.0394
		Step 4:  0.1459
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3861
	Restart Rate:  0.0000
	No-Op Rate:  0.3861
	Cycle Rate:  0.0433
	Backtrack Rate:  0.0000
	Unique Edges:  2.4126
	Redundancy:  0.0110
	Avg Segment Hops:  2.4558
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8577
	Precision:  0.0745
	F1 Score:  0.1116
Relation-Set Overlap Metrics
	Recall:  0.6912
	Precision:  0.7445
	F1 Score:  0.7044
Relation Edit Distance Metrics:
	Overall Average:  0.3518
		4-Hop:  0.5554
		2-Hop:  0.2710
		3-Hop:  0.3593

Score for iteration 4500
Answer Metrics
	Hits@1:  0.8208
	Hits@3:  0.9248
	Hits@5:  0.9436
	Hits@10:  0.9602
	Hits@20:  0.9735
	MRR:  0.8776
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9368
	2-Hop
		Hits@1:  0.8074
		MRR:  0.8689
	3-Hop
		Hits@1:  0.7879
		MRR:  0.8487
Valid Action Count at Each Step
	Overall Average: 68.8341
		Step 1: 19.4834
		Step 2: 92.1221
		Step 3: 75.0155
		Step 4: 88.7154
Entropy Metrics
	Question Entropy:  0.0802
	Path Entropy:  0.3206
		Step 1:  0.0416
		Step 2:  0.0866
		Step 3:  0.0512
		Step 4:  0.1412
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3656
	Restart Rate:  0.0000
	No-Op Rate:  0.3656
	Cycle Rate:  0.0692
	Backtrack Rate:  0.0000
	Unique Edges:  2.4624
	Redundancy:  0.0190
	Avg Segment Hops:  2.5376
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8309
	Precision:  0.0882
	F1 Score:  0.1268
Relation-Set Overlap Metrics
	Recall:  0.6211
	Precision:  0.6654
	F1 Score:  0.6285
Relation Edit Distance Metrics:
	Overall Average:  0.4330
		4-Hop:  0.6514
		2-Hop:  0.3412
		3-Hop:  0.4520

Score for iteration 4600
Answer Metrics
	Hits@1:  0.8042
	Hits@3:  0.9015
	Hits@5:  0.9259
	Hits@10:  0.9480
	Hits@20:  0.9668
	MRR:  0.8588
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9408
	2-Hop
		Hits@1:  0.7684
		MRR:  0.8359
	3-Hop
		Hits@1:  0.7879
		MRR:  0.8416
Valid Action Count at Each Step
	Overall Average: 69.0659
		Step 1: 19.4834
		Step 2: 91.3300
		Step 3: 76.2306
		Step 4: 89.2197
Entropy Metrics
	Question Entropy:  0.0696
	Path Entropy:  0.2782
		Step 1:  0.0455
		Step 2:  0.0692
		Step 3:  0.0417
		Step 4:  0.1218
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4024
	Restart Rate:  0.0000
	No-Op Rate:  0.4024
	Cycle Rate:  0.0489
	Backtrack Rate:  0.0000
	Unique Edges:  2.3385
	Redundancy:  0.0155
	Avg Segment Hops:  2.3905
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8165
	Precision:  0.0884
	F1 Score:  0.1216
Relation-Set Overlap Metrics
	Recall:  0.5986
	Precision:  0.6678
	F1 Score:  0.6148
Relation Edit Distance Metrics:
	Overall Average:  0.4516
		4-Hop:  0.6459
		2-Hop:  0.3699
		3-Hop:  0.4686

Score for iteration 4700
Answer Metrics
	Hits@1:  0.7987
	Hits@3:  0.9071
	Hits@5:  0.9303
	Hits@10:  0.9524
	Hits@20:  0.9657
	MRR:  0.8573
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8541
		MRR:  0.8959
	2-Hop
		Hits@1:  0.8033
		MRR:  0.8605
	3-Hop
		Hits@1:  0.7446
		MRR:  0.8199
Valid Action Count at Each Step
	Overall Average: 67.0872
		Step 1: 19.4834
		Step 2: 83.3485
		Step 3: 78.8148
		Step 4: 86.7021
Entropy Metrics
	Question Entropy:  0.0749
	Path Entropy:  0.2995
		Step 1:  0.0438
		Step 2:  0.0747
		Step 3:  0.0508
		Step 4:  0.1302
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3709
	Restart Rate:  0.0000
	No-Op Rate:  0.3709
	Cycle Rate:  0.0562
	Backtrack Rate:  0.0000
	Unique Edges:  2.4580
	Redundancy:  0.0148
	Avg Segment Hops:  2.5166
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8197
	Precision:  0.0836
	F1 Score:  0.1170
Relation-Set Overlap Metrics
	Recall:  0.6550
	Precision:  0.6967
	F1 Score:  0.6616
Relation Edit Distance Metrics:
	Overall Average:  0.4020
		4-Hop:  0.6068
		2-Hop:  0.3181
		3-Hop:  0.4152

Score for iteration 4800
Answer Metrics
	Hits@1:  0.8507
	Hits@3:  0.9259
	Hits@5:  0.9403
	Hits@10:  0.9580
	Hits@20:  0.9735
	MRR:  0.8917
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9351
		MRR:  0.9506
	2-Hop
		Hits@1:  0.8381
		MRR:  0.8864
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8556
Valid Action Count at Each Step
	Overall Average: 64.5915
		Step 1: 19.4834
		Step 2: 80.7661
		Step 3: 74.0494
		Step 4: 84.0670
Entropy Metrics
	Question Entropy:  0.0674
	Path Entropy:  0.2694
		Step 1:  0.0252
		Step 2:  0.0636
		Step 3:  0.0408
		Step 4:  0.1398
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3722
	Restart Rate:  0.0000
	No-Op Rate:  0.3722
	Cycle Rate:  0.0450
	Backtrack Rate:  0.0000
	Unique Edges:  2.4569
	Redundancy:  0.0138
	Avg Segment Hops:  2.5111
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8508
	Precision:  0.0862
	F1 Score:  0.1211
Relation-Set Overlap Metrics
	Recall:  0.6939
	Precision:  0.7429
	F1 Score:  0.7038
Relation Edit Distance Metrics:
	Overall Average:  0.3580
		4-Hop:  0.5297
		2-Hop:  0.2872
		3-Hop:  0.3701

Score for iteration 4900
Answer Metrics
	Hits@1:  0.8330
	Hits@3:  0.9259
	Hits@5:  0.9403
	Hits@10:  0.9513
	Hits@20:  0.9657
	MRR:  0.8806
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9489
	2-Hop
		Hits@1:  0.8135
		MRR:  0.8696
	3-Hop
		Hits@1:  0.7965
		MRR:  0.8491
Valid Action Count at Each Step
	Overall Average: 73.1513
		Step 1: 19.4834
		Step 2: 91.2860
		Step 3: 86.9008
		Step 4: 94.9352
Entropy Metrics
	Question Entropy:  0.0652
	Path Entropy:  0.2607
		Step 1:  0.0258
		Step 2:  0.0639
		Step 3:  0.0378
		Step 4:  0.1333
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3548
	Restart Rate:  0.0000
	No-Op Rate:  0.3548
	Cycle Rate:  0.0693
	Backtrack Rate:  0.0000
	Unique Edges:  2.4956
	Redundancy:  0.0214
	Avg Segment Hops:  2.5808
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8199
	Precision:  0.0788
	F1 Score:  0.1133
Relation-Set Overlap Metrics
	Recall:  0.6488
	Precision:  0.6864
	F1 Score:  0.6527
Relation Edit Distance Metrics:
	Overall Average:  0.4156
		4-Hop:  0.5676
		2-Hop:  0.3485
		3-Hop:  0.4354

Score for iteration 5000
Answer Metrics
	Hits@1:  0.8485
	Hits@3:  0.9303
	Hits@5:  0.9480
	Hits@10:  0.9613
	Hits@20:  0.9690
	MRR:  0.8932
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9484
	2-Hop
		Hits@1:  0.8381
		MRR:  0.8868
	3-Hop
		Hits@1:  0.8052
		MRR:  0.8625
Valid Action Count at Each Step
	Overall Average: 69.5304
		Step 1: 19.4834
		Step 2: 87.8401
		Step 3: 85.4110
		Step 4: 85.3868
Entropy Metrics
	Question Entropy:  0.0678
	Path Entropy:  0.2714
		Step 1:  0.0339
		Step 2:  0.0607
		Step 3:  0.0449
		Step 4:  0.1319
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3471
	Restart Rate:  0.0000
	No-Op Rate:  0.3471
	Cycle Rate:  0.0651
	Backtrack Rate:  0.0000
	Unique Edges:  2.5387
	Redundancy:  0.0186
	Avg Segment Hops:  2.6117
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8406
	Precision:  0.0809
	F1 Score:  0.1182
Relation-Set Overlap Metrics
	Recall:  0.6598
	Precision:  0.6890
	F1 Score:  0.6616
Relation Edit Distance Metrics:
	Overall Average:  0.4039
		4-Hop:  0.5608
		2-Hop:  0.3364
		3-Hop:  0.4206

Score for iteration 5100
Answer Metrics
	Hits@1:  0.8496
	Hits@3:  0.9159
	Hits@5:  0.9314
	Hits@10:  0.9624
	Hits@20:  0.9701
	MRR:  0.8892
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9444
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8750
	3-Hop
		Hits@1:  0.8355
		MRR:  0.8752
Valid Action Count at Each Step
	Overall Average: 60.6554
		Step 1: 19.4834
		Step 2: 71.2562
		Step 3: 76.9716
		Step 4: 74.9103
Entropy Metrics
	Question Entropy:  0.0685
	Path Entropy:  0.2739
		Step 1:  0.0348
		Step 2:  0.0732
		Step 3:  0.0419
		Step 4:  0.1239
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3634
	Restart Rate:  0.0000
	No-Op Rate:  0.3634
	Cycle Rate:  0.0418
	Backtrack Rate:  0.0000
	Unique Edges:  2.4978
	Redundancy:  0.0124
	Avg Segment Hops:  2.5465
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8604
	Precision:  0.0669
	F1 Score:  0.1035
Relation-Set Overlap Metrics
	Recall:  0.6936
	Precision:  0.7358
	F1 Score:  0.7018
Relation Edit Distance Metrics:
	Overall Average:  0.3573
		4-Hop:  0.5135
		2-Hop:  0.3067
		3-Hop:  0.3391

Score for iteration 5200
Answer Metrics
	Hits@1:  0.8551
	Hits@3:  0.9237
	Hits@5:  0.9392
	Hits@10:  0.9558
	Hits@20:  0.9701
	MRR:  0.8947
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9447
	2-Hop
		Hits@1:  0.8422
		MRR:  0.8874
	3-Hop
		Hits@1:  0.8268
		MRR:  0.8701
Valid Action Count at Each Step
	Overall Average: 71.5147
		Step 1: 19.4834
		Step 2: 90.8751
		Step 3: 86.1170
		Step 4: 89.5833
Entropy Metrics
	Question Entropy:  0.0608
	Path Entropy:  0.2434
		Step 1:  0.0360
		Step 2:  0.0439
		Step 3:  0.0359
		Step 4:  0.1276
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3772
	Restart Rate:  0.0000
	No-Op Rate:  0.3772
	Cycle Rate:  0.0580
	Backtrack Rate:  0.0000
	Unique Edges:  2.4259
	Redundancy:  0.0165
	Avg Segment Hops:  2.4912
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8209
	Precision:  0.0729
	F1 Score:  0.1088
Relation-Set Overlap Metrics
	Recall:  0.6665
	Precision:  0.7178
	F1 Score:  0.6781
Relation Edit Distance Metrics:
	Overall Average:  0.3838
		4-Hop:  0.5635
		2-Hop:  0.3147
		3-Hop:  0.3860

Score for iteration 5300
Answer Metrics
	Hits@1:  0.8584
	Hits@3:  0.9248
	Hits@5:  0.9392
	Hits@10:  0.9613
	Hits@20:  0.9712
	MRR:  0.8970
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9298
	2-Hop
		Hits@1:  0.8504
		MRR:  0.8908
	3-Hop
		Hits@1:  0.8442
		MRR:  0.8836
Valid Action Count at Each Step
	Overall Average: 73.4973
		Step 1: 19.4834
		Step 2: 91.2562
		Step 3: 87.8835
		Step 4: 95.3659
Entropy Metrics
	Question Entropy:  0.0609
	Path Entropy:  0.2437
		Step 1:  0.0364
		Step 2:  0.0537
		Step 3:  0.0335
		Step 4:  0.1201
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3584
	Restart Rate:  0.0000
	No-Op Rate:  0.3584
	Cycle Rate:  0.0613
	Backtrack Rate:  0.0000
	Unique Edges:  2.4934
	Redundancy:  0.0183
	Avg Segment Hops:  2.5664
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8271
	Precision:  0.0781
	F1 Score:  0.1098
Relation-Set Overlap Metrics
	Recall:  0.6754
	Precision:  0.7152
	F1 Score:  0.6825
Relation Edit Distance Metrics:
	Overall Average:  0.3790
		4-Hop:  0.5473
		2-Hop:  0.3048
		3-Hop:  0.4008

Score for iteration 5400
Answer Metrics
	Hits@1:  0.8662
	Hits@3:  0.9314
	Hits@5:  0.9502
	Hits@10:  0.9646
	Hits@20:  0.9757
	MRR:  0.9043
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9328
	2-Hop
		Hits@1:  0.8607
		MRR:  0.9029
	3-Hop
		Hits@1:  0.8485
		MRR:  0.8843
Valid Action Count at Each Step
	Overall Average: 65.9833
		Step 1: 19.4834
		Step 2: 79.3174
		Step 3: 80.2897
		Step 4: 84.8429
Entropy Metrics
	Question Entropy:  0.0694
	Path Entropy:  0.2774
		Step 1:  0.0405
		Step 2:  0.0656
		Step 3:  0.0592
		Step 4:  0.1121
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3700
	Restart Rate:  0.0000
	No-Op Rate:  0.3700
	Cycle Rate:  0.0422
	Backtrack Rate:  0.0000
	Unique Edges:  2.4757
	Redundancy:  0.0124
	Avg Segment Hops:  2.5199
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8290
	Precision:  0.0678
	F1 Score:  0.1026
Relation-Set Overlap Metrics
	Recall:  0.6971
	Precision:  0.7446
	F1 Score:  0.7080
Relation Edit Distance Metrics:
	Overall Average:  0.3481
		4-Hop:  0.5338
		2-Hop:  0.2768
		3-Hop:  0.3499

Score for iteration 5500
Answer Metrics
	Hits@1:  0.8440
	Hits@3:  0.9270
	Hits@5:  0.9513
	Hits@10:  0.9679
	Hits@20:  0.9790
	MRR:  0.8914
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9320
	2-Hop
		Hits@1:  0.8381
		MRR:  0.8875
	3-Hop
		Hits@1:  0.8052
		MRR:  0.8670
Valid Action Count at Each Step
	Overall Average: 60.1440
		Step 1: 19.4834
		Step 2: 73.4177
		Step 3: 74.6100
		Step 4: 73.0650
Entropy Metrics
	Question Entropy:  0.0789
	Path Entropy:  0.3155
		Step 1:  0.0381
		Step 2:  0.0736
		Step 3:  0.0768
		Step 4:  0.1269
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3742
	Restart Rate:  0.0000
	No-Op Rate:  0.3742
	Cycle Rate:  0.0447
	Backtrack Rate:  0.0000
	Unique Edges:  2.4535
	Redundancy:  0.0127
	Avg Segment Hops:  2.5033
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8727
	Precision:  0.0721
	F1 Score:  0.1109
Relation-Set Overlap Metrics
	Recall:  0.6902
	Precision:  0.7355
	F1 Score:  0.6999
Relation Edit Distance Metrics:
	Overall Average:  0.3547
		4-Hop:  0.5405
		2-Hop:  0.2734
		3-Hop:  0.3777

Score for iteration 5600
Answer Metrics
	Hits@1:  0.8175
	Hits@3:  0.9226
	Hits@5:  0.9491
	Hits@10:  0.9635
	Hits@20:  0.9768
	MRR:  0.8758
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8378
		MRR:  0.8977
	2-Hop
		Hits@1:  0.8094
		MRR:  0.8680
	3-Hop
		Hits@1:  0.8182
		MRR:  0.8747
Valid Action Count at Each Step
	Overall Average: 65.5234
		Step 1: 19.4834
		Step 2: 78.2068
		Step 3: 79.1516
		Step 4: 85.2520
Entropy Metrics
	Question Entropy:  0.0646
	Path Entropy:  0.2583
		Step 1:  0.0400
		Step 2:  0.0612
		Step 3:  0.0605
		Step 4:  0.0966
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3921
	Restart Rate:  0.0000
	No-Op Rate:  0.3921
	Cycle Rate:  0.0458
	Backtrack Rate:  0.0000
	Unique Edges:  2.3838
	Redundancy:  0.0121
	Avg Segment Hops:  2.4314
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8211
	Precision:  0.0770
	F1 Score:  0.1129
Relation-Set Overlap Metrics
	Recall:  0.6811
	Precision:  0.7445
	F1 Score:  0.6980
Relation Edit Distance Metrics:
	Overall Average:  0.3591
		4-Hop:  0.5149
		2-Hop:  0.2990
		3-Hop:  0.3615

Score for iteration 5700
Answer Metrics
	Hits@1:  0.8507
	Hits@3:  0.9204
	Hits@5:  0.9392
	Hits@10:  0.9524
	Hits@20:  0.9646
	MRR:  0.8907
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9477
	2-Hop
		Hits@1:  0.8504
		MRR:  0.8924
	3-Hop
		Hits@1:  0.7879
		MRR:  0.8416
Valid Action Count at Each Step
	Overall Average: 74.3746
		Step 1: 19.4834
		Step 2: 88.8003
		Step 3: 88.9752
		Step 4: 100.2392
Entropy Metrics
	Question Entropy:  0.0658
	Path Entropy:  0.2630
		Step 1:  0.0326
		Step 2:  0.0544
		Step 3:  0.0635
		Step 4:  0.1126
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3598
	Restart Rate:  0.0000
	No-Op Rate:  0.3598
	Cycle Rate:  0.0603
	Backtrack Rate:  0.0000
	Unique Edges:  2.4845
	Redundancy:  0.0193
	Avg Segment Hops:  2.5608
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7994
	Precision:  0.0736
	F1 Score:  0.1106
Relation-Set Overlap Metrics
	Recall:  0.6806
	Precision:  0.7140
	F1 Score:  0.6850
Relation Edit Distance Metrics:
	Overall Average:  0.3741
		4-Hop:  0.5676
		2-Hop:  0.2790
		3-Hop:  0.4199

Score for iteration 5800
Answer Metrics
	Hits@1:  0.8617
	Hits@3:  0.9281
	Hits@5:  0.9469
	Hits@10:  0.9602
	Hits@20:  0.9668
	MRR:  0.8997
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9451
	2-Hop
		Hits@1:  0.8668
		MRR:  0.9046
	3-Hop
		Hits@1:  0.8052
		MRR:  0.8531
Valid Action Count at Each Step
	Overall Average: 70.8006
		Step 1: 19.4834
		Step 2: 91.2106
		Step 3: 79.6513
		Step 4: 92.8573
Entropy Metrics
	Question Entropy:  0.0635
	Path Entropy:  0.2542
		Step 1:  0.0349
		Step 2:  0.0566
		Step 3:  0.0629
		Step 4:  0.0997
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3587
	Restart Rate:  0.0000
	No-Op Rate:  0.3587
	Cycle Rate:  0.0570
	Backtrack Rate:  0.0000
	Unique Edges:  2.5011
	Redundancy:  0.0162
	Avg Segment Hops:  2.5653
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8071
	Precision:  0.0800
	F1 Score:  0.1137
Relation-Set Overlap Metrics
	Recall:  0.6816
	Precision:  0.7063
	F1 Score:  0.6809
Relation Edit Distance Metrics:
	Overall Average:  0.3788
		4-Hop:  0.6000
		2-Hop:  0.2758
		3-Hop:  0.4192

Score for iteration 5900
Answer Metrics
	Hits@1:  0.8650
	Hits@3:  0.9325
	Hits@5:  0.9458
	Hits@10:  0.9668
	Hits@20:  0.9768
	MRR:  0.9030
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8703
		MRR:  0.9125
	2-Hop
		Hits@1:  0.8648
		MRR:  0.9018
	3-Hop
		Hits@1:  0.8615
		MRR:  0.8979
Valid Action Count at Each Step
	Overall Average: 65.6857
		Step 1: 19.4834
		Step 2: 74.8114
		Step 3: 82.1070
		Step 4: 86.3407
Entropy Metrics
	Question Entropy:  0.0683
	Path Entropy:  0.2731
		Step 1:  0.0296
		Step 2:  0.0558
		Step 3:  0.0853
		Step 4:  0.1024
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3366
	Restart Rate:  0.0000
	No-Op Rate:  0.3366
	Cycle Rate:  0.0594
	Backtrack Rate:  0.0000
	Unique Edges:  2.5863
	Redundancy:  0.0172
	Avg Segment Hops:  2.6538
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8232
	Precision:  0.0687
	F1 Score:  0.1053
Relation-Set Overlap Metrics
	Recall:  0.7237
	Precision:  0.7513
	F1 Score:  0.7245
Relation Edit Distance Metrics:
	Overall Average:  0.3393
		4-Hop:  0.5054
		2-Hop:  0.2857
		3-Hop:  0.3196

Score for iteration 6000
Answer Metrics
	Hits@1:  0.8407
	Hits@3:  0.9281
	Hits@5:  0.9469
	Hits@10:  0.9668
	Hits@20:  0.9801
	MRR:  0.8885
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9310
	2-Hop
		Hits@1:  0.8299
		MRR:  0.8821
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8681
Valid Action Count at Each Step
	Overall Average: 60.2623
		Step 1: 19.4834
		Step 2: 74.0047
		Step 3: 72.1037
		Step 4: 75.4575
Entropy Metrics
	Question Entropy:  0.0602
	Path Entropy:  0.2407
		Step 1:  0.0344
		Step 2:  0.0513
		Step 3:  0.0484
		Step 4:  0.1067
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4403
	Restart Rate:  0.0000
	No-Op Rate:  0.4403
	Cycle Rate:  0.0142
	Backtrack Rate:  0.0000
	Unique Edges:  2.2312
	Redundancy:  0.0020
	Avg Segment Hops:  2.2389
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8348
	Precision:  0.0601
	F1 Score:  0.0945
Relation-Set Overlap Metrics
	Recall:  0.6714
	Precision:  0.7730
	F1 Score:  0.7065
Relation Edit Distance Metrics:
	Overall Average:  0.3401
		4-Hop:  0.5014
		2-Hop:  0.2787
		3-Hop:  0.3405

Score for iteration 6100
Answer Metrics
	Hits@1:  0.8717
	Hits@3:  0.9325
	Hits@5:  0.9535
	Hits@10:  0.9657
	Hits@20:  0.9757
	MRR:  0.9063
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9445
	2-Hop
		Hits@1:  0.8586
		MRR:  0.8991
	3-Hop
		Hits@1:  0.8571
		MRR:  0.8908
Valid Action Count at Each Step
	Overall Average: 69.3302
		Step 1: 19.4834
		Step 2: 86.1929
		Step 3: 80.5669
		Step 4: 91.0774
Entropy Metrics
	Question Entropy:  0.0640
	Path Entropy:  0.2558
		Step 1:  0.0358
		Step 2:  0.0486
		Step 3:  0.0748
		Step 4:  0.0966
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4060
	Restart Rate:  0.0000
	No-Op Rate:  0.4060
	Cycle Rate:  0.0338
	Backtrack Rate:  0.0000
	Unique Edges:  2.3507
	Redundancy:  0.0065
	Avg Segment Hops:  2.3761
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8422
	Precision:  0.0785
	F1 Score:  0.1151
Relation-Set Overlap Metrics
	Recall:  0.6811
	Precision:  0.7431
	F1 Score:  0.6999
Relation Edit Distance Metrics:
	Overall Average:  0.3461
		4-Hop:  0.5851
		2-Hop:  0.2406
		3-Hop:  0.3773

Score for iteration 6200
Answer Metrics
	Hits@1:  0.8761
	Hits@3:  0.9403
	Hits@5:  0.9635
	Hits@10:  0.9790
	Hits@20:  0.9889
	MRR:  0.9136
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9462
	2-Hop
		Hits@1:  0.8668
		MRR:  0.9084
	3-Hop
		Hits@1:  0.8615
		MRR:  0.8983
Valid Action Count at Each Step
	Overall Average: 61.2285
		Step 1: 19.4834
		Step 2: 76.4742
		Step 3: 72.2355
		Step 4: 76.7208
Entropy Metrics
	Question Entropy:  0.0648
	Path Entropy:  0.2592
		Step 1:  0.0336
		Step 2:  0.0638
		Step 3:  0.0752
		Step 4:  0.0867
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3921
	Restart Rate:  0.0000
	No-Op Rate:  0.3921
	Cycle Rate:  0.0242
	Backtrack Rate:  0.0000
	Unique Edges:  2.4137
	Redundancy:  0.0049
	Avg Segment Hops:  2.4314
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8424
	Precision:  0.0667
	F1 Score:  0.1070
Relation-Set Overlap Metrics
	Recall:  0.7069
	Precision:  0.7667
	F1 Score:  0.7245
Relation Edit Distance Metrics:
	Overall Average:  0.3222
		4-Hop:  0.5108
		2-Hop:  0.2483
		3-Hop:  0.3272

Score for iteration 6300
Answer Metrics
	Hits@1:  0.8429
	Hits@3:  0.9369
	Hits@5:  0.9491
	Hits@10:  0.9624
	Hits@20:  0.9735
	MRR:  0.8922
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9422
	2-Hop
		Hits@1:  0.8074
		MRR:  0.8694
	3-Hop
		Hits@1:  0.8571
		MRR:  0.9003
Valid Action Count at Each Step
	Overall Average: 71.6576
		Step 1: 19.4834
		Step 2: 89.3690
		Step 3: 83.9418
		Step 4: 93.8363
Entropy Metrics
	Question Entropy:  0.0509
	Path Entropy:  0.2037
		Step 1:  0.0347
		Step 2:  0.0551
		Step 3:  0.0322
		Step 4:  0.0817
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4209
	Restart Rate:  0.0000
	No-Op Rate:  0.4209
	Cycle Rate:  0.0393
	Backtrack Rate:  0.0000
	Unique Edges:  2.2954
	Redundancy:  0.0061
	Avg Segment Hops:  2.3164
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8202
	Precision:  0.0711
	F1 Score:  0.1028
Relation-Set Overlap Metrics
	Recall:  0.6551
	Precision:  0.7370
	F1 Score:  0.6813
Relation Edit Distance Metrics:
	Overall Average:  0.3670
		4-Hop:  0.6000
		2-Hop:  0.2783
		3-Hop:  0.3676

Score for iteration 6400
Answer Metrics
	Hits@1:  0.8706
	Hits@3:  0.9414
	Hits@5:  0.9580
	Hits@10:  0.9712
	Hits@20:  0.9812
	MRR:  0.9104
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9357
	2-Hop
		Hits@1:  0.8566
		MRR:  0.9010
	3-Hop
		Hits@1:  0.8745
		MRR:  0.9101
Valid Action Count at Each Step
	Overall Average: 66.1414
		Step 1: 19.4834
		Step 2: 78.6028
		Step 3: 79.3089
		Step 4: 87.1705
Entropy Metrics
	Question Entropy:  0.0579
	Path Entropy:  0.2315
		Step 1:  0.0259
		Step 2:  0.0677
		Step 3:  0.0525
		Step 4:  0.0854
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3554
	Restart Rate:  0.0000
	No-Op Rate:  0.3554
	Cycle Rate:  0.0481
	Backtrack Rate:  0.0000
	Unique Edges:  2.5365
	Redundancy:  0.0111
	Avg Segment Hops:  2.5785
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8197
	Precision:  0.0761
	F1 Score:  0.1132
Relation-Set Overlap Metrics
	Recall:  0.7205
	Precision:  0.7553
	F1 Score:  0.7253
Relation Edit Distance Metrics:
	Overall Average:  0.3333
		4-Hop:  0.5068
		2-Hop:  0.2729
		3-Hop:  0.3222

Score for iteration 6500
Answer Metrics
	Hits@1:  0.8695
	Hits@3:  0.9325
	Hits@5:  0.9513
	Hits@10:  0.9602
	Hits@20:  0.9712
	MRR:  0.9056
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9436
	2-Hop
		Hits@1:  0.8463
		MRR:  0.8935
	3-Hop
		Hits@1:  0.8701
		MRR:  0.9007
Valid Action Count at Each Step
	Overall Average: 70.9345
		Step 1: 19.4834
		Step 2: 85.8060
		Step 3: 83.8743
		Step 4: 94.5743
Entropy Metrics
	Question Entropy:  0.0603
	Path Entropy:  0.2412
		Step 1:  0.0336
		Step 2:  0.0623
		Step 3:  0.0451
		Step 4:  0.1003
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3545
	Restart Rate:  0.0000
	No-Op Rate:  0.3545
	Cycle Rate:  0.0630
	Backtrack Rate:  0.0000
	Unique Edges:  2.5277
	Redundancy:  0.0137
	Avg Segment Hops:  2.5819
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8049
	Precision:  0.0791
	F1 Score:  0.1127
Relation-Set Overlap Metrics
	Recall:  0.6871
	Precision:  0.7223
	F1 Score:  0.6916
Relation Edit Distance Metrics:
	Overall Average:  0.3714
		4-Hop:  0.5473
		2-Hop:  0.2978
		3-Hop:  0.3860

Score for iteration 6600
Answer Metrics
	Hits@1:  0.8296
	Hits@3:  0.9137
	Hits@5:  0.9369
	Hits@10:  0.9569
	Hits@20:  0.9712
	MRR:  0.8778
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9427
	2-Hop
		Hits@1:  0.8238
		MRR:  0.8725
	3-Hop
		Hits@1:  0.7706
		MRR:  0.8372
Valid Action Count at Each Step
	Overall Average: 65.0467
		Step 1: 19.4834
		Step 2: 80.7389
		Step 3: 77.3847
		Step 4: 82.5797
Entropy Metrics
	Question Entropy:  0.0583
	Path Entropy:  0.2330
		Step 1:  0.0345
		Step 2:  0.0484
		Step 3:  0.0353
		Step 4:  0.1147
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4287
	Restart Rate:  0.0000
	No-Op Rate:  0.4287
	Cycle Rate:  0.0242
	Backtrack Rate:  0.0000
	Unique Edges:  2.2611
	Redundancy:  0.0063
	Avg Segment Hops:  2.2854
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8302
	Precision:  0.0711
	F1 Score:  0.1064
Relation-Set Overlap Metrics
	Recall:  0.6741
	Precision:  0.7702
	F1 Score:  0.7061
Relation Edit Distance Metrics:
	Overall Average:  0.3474
		4-Hop:  0.5216
		2-Hop:  0.2606
		3-Hop:  0.3914

Score for iteration 6700
Answer Metrics
	Hits@1:  0.8595
	Hits@3:  0.9314
	Hits@5:  0.9535
	Hits@10:  0.9657
	Hits@20:  0.9812
	MRR:  0.8995
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9331
	2-Hop
		Hits@1:  0.8504
		MRR:  0.8933
	3-Hop
		Hits@1:  0.8442
		MRR:  0.8857
Valid Action Count at Each Step
	Overall Average: 57.8848
		Step 1: 19.4834
		Step 2: 66.9916
		Step 3: 74.0294
		Step 4: 71.0349
Entropy Metrics
	Question Entropy:  0.0693
	Path Entropy:  0.2770
		Step 1:  0.0251
		Step 2:  0.0819
		Step 3:  0.0500
		Step 4:  0.1200
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3305
	Restart Rate:  0.0000
	No-Op Rate:  0.3305
	Cycle Rate:  0.0551
	Backtrack Rate:  0.0000
	Unique Edges:  2.6150
	Redundancy:  0.0160
	Avg Segment Hops:  2.6781
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8790
	Precision:  0.0700
	F1 Score:  0.1057
Relation-Set Overlap Metrics
	Recall:  0.7105
	Precision:  0.7387
	F1 Score:  0.7136
Relation Edit Distance Metrics:
	Overall Average:  0.3475
		4-Hop:  0.5068
		2-Hop:  0.2970
		3-Hop:  0.3268

Score for iteration 6800
Answer Metrics
	Hits@1:  0.8783
	Hits@3:  0.9414
	Hits@5:  0.9513
	Hits@10:  0.9624
	Hits@20:  0.9735
	MRR:  0.9120
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9514
		MRR:  0.9607
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9054
	3-Hop
		Hits@1:  0.8398
		MRR:  0.8867
Valid Action Count at Each Step
	Overall Average: 66.7990
		Step 1: 19.4834
		Step 2: 80.1031
		Step 3: 83.6611
		Step 4: 83.9486
Entropy Metrics
	Question Entropy:  0.0571
	Path Entropy:  0.2282
		Step 1:  0.0279
		Step 2:  0.0559
		Step 3:  0.0432
		Step 4:  0.1012
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3261
	Restart Rate:  0.0000
	No-Op Rate:  0.3261
	Cycle Rate:  0.0680
	Backtrack Rate:  0.0000
	Unique Edges:  2.6261
	Redundancy:  0.0175
	Avg Segment Hops:  2.6958
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8649
	Precision:  0.0724
	F1 Score:  0.1121
Relation-Set Overlap Metrics
	Recall:  0.7028
	Precision:  0.7263
	F1 Score:  0.7011
Relation Edit Distance Metrics:
	Overall Average:  0.3706
		4-Hop:  0.5500
		2-Hop:  0.2958
		3-Hop:  0.3849

Score for iteration 6900
Answer Metrics
	Hits@1:  0.8827
	Hits@3:  0.9369
	Hits@5:  0.9524
	Hits@10:  0.9690
	Hits@20:  0.9779
	MRR:  0.9134
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9351
		MRR:  0.9505
	2-Hop
		Hits@1:  0.8730
		MRR:  0.9067
	3-Hop
		Hits@1:  0.8615
		MRR:  0.8977
Valid Action Count at Each Step
	Overall Average: 65.3635
		Step 1: 19.4834
		Step 2: 71.6538
		Step 3: 86.0510
		Step 4: 84.2657
Entropy Metrics
	Question Entropy:  0.0561
	Path Entropy:  0.2242
		Step 1:  0.0193
		Step 2:  0.0499
		Step 3:  0.0446
		Step 4:  0.1105
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.2904
	Restart Rate:  0.0000
	No-Op Rate:  0.2904
	Cycle Rate:  0.0832
	Backtrack Rate:  0.0000
	Unique Edges:  2.7522
	Redundancy:  0.0216
	Avg Segment Hops:  2.8385
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8870
	Precision:  0.0766
	F1 Score:  0.1143
Relation-Set Overlap Metrics
	Recall:  0.7156
	Precision:  0.7276
	F1 Score:  0.7096
Relation Edit Distance Metrics:
	Overall Average:  0.3707
		4-Hop:  0.5041
		2-Hop:  0.3286
		3-Hop:  0.3528

Score for iteration 7000
Answer Metrics
	Hits@1:  0.8396
	Hits@3:  0.9204
	Hits@5:  0.9414
	Hits@10:  0.9646
	Hits@20:  0.9768
	MRR:  0.8858
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8649
		MRR:  0.9149
	2-Hop
		Hits@1:  0.8320
		MRR:  0.8770
	3-Hop
		Hits@1:  0.8355
		MRR:  0.8811
Valid Action Count at Each Step
	Overall Average: 61.2884
		Step 1: 19.4834
		Step 2: 72.3076
		Step 3: 74.1631
		Step 4: 79.1994
Entropy Metrics
	Question Entropy:  0.0529
	Path Entropy:  0.2115
		Step 1:  0.0267
		Step 2:  0.0608
		Step 3:  0.0281
		Step 4:  0.0959
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3780
	Restart Rate:  0.0000
	No-Op Rate:  0.3780
	Cycle Rate:  0.0413
	Backtrack Rate:  0.0000
	Unique Edges:  2.4602
	Redundancy:  0.0070
	Avg Segment Hops:  2.4878
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8923
	Precision:  0.0721
	F1 Score:  0.1097
Relation-Set Overlap Metrics
	Recall:  0.6861
	Precision:  0.7406
	F1 Score:  0.7002
Relation Edit Distance Metrics:
	Overall Average:  0.3563
		4-Hop:  0.5041
		2-Hop:  0.3193
		3-Hop:  0.3160

Score for iteration 7100
Answer Metrics
	Hits@1:  0.8551
	Hits@3:  0.9347
	Hits@5:  0.9524
	Hits@10:  0.9679
	Hits@20:  0.9790
	MRR:  0.8982
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9351
		MRR:  0.9561
	2-Hop
		Hits@1:  0.8402
		MRR:  0.8868
	3-Hop
		Hits@1:  0.8225
		MRR:  0.8759
Valid Action Count at Each Step
	Overall Average: 59.2517
		Step 1: 19.4834
		Step 2: 66.5585
		Step 3: 79.0997
		Step 4: 71.8650
Entropy Metrics
	Question Entropy:  0.0502
	Path Entropy:  0.2007
		Step 1:  0.0222
		Step 2:  0.0497
		Step 3:  0.0317
		Step 4:  0.0972
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3728
	Restart Rate:  0.0000
	No-Op Rate:  0.3728
	Cycle Rate:  0.0371
	Backtrack Rate:  0.0000
	Unique Edges:  2.4889
	Redundancy:  0.0052
	Avg Segment Hops:  2.5088
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8891
	Precision:  0.0678
	F1 Score:  0.1042
Relation-Set Overlap Metrics
	Recall:  0.6974
	Precision:  0.7512
	F1 Score:  0.7116
Relation Edit Distance Metrics:
	Overall Average:  0.3479
		4-Hop:  0.4716
		2-Hop:  0.3110
		3-Hop:  0.3268

Score for iteration 7200
Answer Metrics
	Hits@1:  0.8617
	Hits@3:  0.9181
	Hits@5:  0.9369
	Hits@10:  0.9513
	Hits@20:  0.9624
	MRR:  0.8948
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9236
	2-Hop
		Hits@1:  0.8545
		MRR:  0.8960
	3-Hop
		Hits@1:  0.8485
		MRR:  0.8690
Valid Action Count at Each Step
	Overall Average: 66.8742
		Step 1: 19.4834
		Step 2: 80.1045
		Step 3: 88.9809
		Step 4: 78.9279
Entropy Metrics
	Question Entropy:  0.0651
	Path Entropy:  0.2602
		Step 1:  0.0246
		Step 2:  0.0726
		Step 3:  0.0452
		Step 4:  0.1179
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.2854
	Restart Rate:  0.0000
	No-Op Rate:  0.2854
	Cycle Rate:  0.0844
	Backtrack Rate:  0.0000
	Unique Edges:  2.7909
	Redundancy:  0.0170
	Avg Segment Hops:  2.8584
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8250
	Precision:  0.0754
	F1 Score:  0.1067
Relation-Set Overlap Metrics
	Recall:  0.7005
	Precision:  0.6890
	F1 Score:  0.6796
Relation Edit Distance Metrics:
	Overall Average:  0.3947
		4-Hop:  0.5351
		2-Hop:  0.3458
		3-Hop:  0.3856

Score for iteration 7300
Answer Metrics
	Hits@1:  0.8507
	Hits@3:  0.9215
	Hits@5:  0.9347
	Hits@10:  0.9569
	Hits@20:  0.9735
	MRR:  0.8923
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9442
	2-Hop
		Hits@1:  0.8402
		MRR:  0.8868
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8622
Valid Action Count at Each Step
	Overall Average: 70.3411
		Step 1: 19.4834
		Step 2: 85.9129
		Step 3: 82.5181
		Step 4: 93.4502
Entropy Metrics
	Question Entropy:  0.0577
	Path Entropy:  0.2310
		Step 1:  0.0272
		Step 2:  0.0578
		Step 3:  0.0521
		Step 4:  0.0939
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3266
	Restart Rate:  0.0000
	No-Op Rate:  0.3266
	Cycle Rate:  0.0676
	Backtrack Rate:  0.0000
	Unique Edges:  2.6150
	Redundancy:  0.0197
	Avg Segment Hops:  2.6936
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8249
	Precision:  0.0795
	F1 Score:  0.1116
Relation-Set Overlap Metrics
	Recall:  0.6728
	Precision:  0.6896
	F1 Score:  0.6677
Relation Edit Distance Metrics:
	Overall Average:  0.4029
		4-Hop:  0.5905
		2-Hop:  0.3350
		3-Hop:  0.3961

Score for iteration 7400
Answer Metrics
	Hits@1:  0.7909
	Hits@3:  0.9226
	Hits@5:  0.9469
	Hits@10:  0.9690
	Hits@20:  0.9790
	MRR:  0.8593
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8432
		MRR:  0.8944
	2-Hop
		Hits@1:  0.7848
		MRR:  0.8568
	3-Hop
		Hits@1:  0.7619
		MRR:  0.8364
Valid Action Count at Each Step
	Overall Average: 59.4653
		Step 1: 19.4834
		Step 2: 68.0344
		Step 3: 74.9528
		Step 4: 75.3907
Entropy Metrics
	Question Entropy:  0.0416
	Path Entropy:  0.1663
		Step 1:  0.0180
		Step 2:  0.0341
		Step 3:  0.0291
		Step 4:  0.0851
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4190
	Restart Rate:  0.0000
	No-Op Rate:  0.4190
	Cycle Rate:  0.0303
	Backtrack Rate:  0.0000
	Unique Edges:  2.3042
	Redundancy:  0.0054
	Avg Segment Hops:  2.3241
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8700
	Precision:  0.0709
	F1 Score:  0.1070
Relation-Set Overlap Metrics
	Recall:  0.6846
	Precision:  0.7741
	F1 Score:  0.7132
Relation Edit Distance Metrics:
	Overall Average:  0.3451
		4-Hop:  0.4743
		2-Hop:  0.2939
		3-Hop:  0.3499

Score for iteration 7500
Answer Metrics
	Hits@1:  0.8673
	Hits@3:  0.9369
	Hits@5:  0.9469
	Hits@10:  0.9679
	Hits@20:  0.9746
	MRR:  0.9057
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9356
	2-Hop
		Hits@1:  0.8484
		MRR:  0.8967
	3-Hop
		Hits@1:  0.8658
		MRR:  0.9006
Valid Action Count at Each Step
	Overall Average: 60.0022
		Step 1: 19.4834
		Step 2: 67.0470
		Step 3: 74.5089
		Step 4: 78.9696
Entropy Metrics
	Question Entropy:  0.0469
	Path Entropy:  0.1875
		Step 1:  0.0233
		Step 2:  0.0428
		Step 3:  0.0383
		Step 4:  0.0831
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3985
	Restart Rate:  0.0000
	No-Op Rate:  0.3985
	Cycle Rate:  0.0264
	Backtrack Rate:  0.0000
	Unique Edges:  2.3794
	Redundancy:  0.0067
	Avg Segment Hops:  2.4060
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8413
	Precision:  0.0746
	F1 Score:  0.1078
Relation-Set Overlap Metrics
	Recall:  0.7034
	Precision:  0.7725
	F1 Score:  0.7247
Relation Edit Distance Metrics:
	Overall Average:  0.3292
		4-Hop:  0.4946
		2-Hop:  0.2681
		3-Hop:  0.3258

Score for iteration 7600
Answer Metrics
	Hits@1:  0.8606
	Hits@3:  0.9347
	Hits@5:  0.9502
	Hits@10:  0.9668
	Hits@20:  0.9735
	MRR:  0.9017
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8919
		MRR:  0.9197
	2-Hop
		Hits@1:  0.8607
		MRR:  0.9048
	3-Hop
		Hits@1:  0.8355
		MRR:  0.8805
Valid Action Count at Each Step
	Overall Average: 63.2215
		Step 1: 19.4834
		Step 2: 82.4521
		Step 3: 71.0312
		Step 4: 79.9195
Entropy Metrics
	Question Entropy:  0.0439
	Path Entropy:  0.1754
		Step 1:  0.0187
		Step 2:  0.0433
		Step 3:  0.0321
		Step 4:  0.0814
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4021
	Restart Rate:  0.0000
	No-Op Rate:  0.4021
	Cycle Rate:  0.0469
	Backtrack Rate:  0.0000
	Unique Edges:  2.3308
	Redundancy:  0.0156
	Avg Segment Hops:  2.3916
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8286
	Precision:  0.0769
	F1 Score:  0.1100
Relation-Set Overlap Metrics
	Recall:  0.6496
	Precision:  0.7104
	F1 Score:  0.6654
Relation Edit Distance Metrics:
	Overall Average:  0.3920
		4-Hop:  0.6554
		2-Hop:  0.2778
		3-Hop:  0.4221

Score for iteration 7700
Answer Metrics
	Hits@1:  0.8241
	Hits@3:  0.9181
	Hits@5:  0.9480
	Hits@10:  0.9624
	Hits@20:  0.9801
	MRR:  0.8771
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9388
	2-Hop
		Hits@1:  0.8135
		MRR:  0.8713
	3-Hop
		Hits@1:  0.7706
		MRR:  0.8400
Valid Action Count at Each Step
	Overall Average: 66.7811
		Step 1: 19.4834
		Step 2: 75.0108
		Step 3: 83.7429
		Step 4: 88.8873
Entropy Metrics
	Question Entropy:  0.0456
	Path Entropy:  0.1825
		Step 1:  0.0240
		Step 2:  0.0371
		Step 3:  0.0378
		Step 4:  0.0837
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4021
	Restart Rate:  0.0000
	No-Op Rate:  0.4021
	Cycle Rate:  0.0164
	Backtrack Rate:  0.0000
	Unique Edges:  2.3838
	Redundancy:  0.0019
	Avg Segment Hops:  2.3916
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8251
	Precision:  0.0574
	F1 Score:  0.0911
Relation-Set Overlap Metrics
	Recall:  0.6667
	Precision:  0.7297
	F1 Score:  0.6832
Relation Edit Distance Metrics:
	Overall Average:  0.3677
		4-Hop:  0.5838
		2-Hop:  0.2883
		3-Hop:  0.3626

Score for iteration 7800
Answer Metrics
	Hits@1:  0.8927
	Hits@3:  0.9524
	Hits@5:  0.9602
	Hits@10:  0.9812
	Hits@20:  0.9845
	MRR:  0.9237
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9451
	2-Hop
		Hits@1:  0.8955
		MRR:  0.9293
	3-Hop
		Hits@1:  0.8571
		MRR:  0.8947
Valid Action Count at Each Step
	Overall Average: 66.8797
		Step 1: 19.4834
		Step 2: 82.6590
		Step 3: 78.8826
		Step 4: 86.4939
Entropy Metrics
	Question Entropy:  0.0492
	Path Entropy:  0.1970
		Step 1:  0.0193
		Step 2:  0.0428
		Step 3:  0.0502
		Step 4:  0.0848
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3767
	Restart Rate:  0.0000
	No-Op Rate:  0.3767
	Cycle Rate:  0.0330
	Backtrack Rate:  0.0000
	Unique Edges:  2.4690
	Redundancy:  0.0063
	Avg Segment Hops:  2.4934
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8252
	Precision:  0.0782
	F1 Score:  0.1091
Relation-Set Overlap Metrics
	Recall:  0.7014
	Precision:  0.7422
	F1 Score:  0.7089
Relation Edit Distance Metrics:
	Overall Average:  0.3418
		4-Hop:  0.5730
		2-Hop:  0.2444
		3-Hop:  0.3626

Score for iteration 7900
Answer Metrics
	Hits@1:  0.8473
	Hits@3:  0.9347
	Hits@5:  0.9447
	Hits@10:  0.9668
	Hits@20:  0.9757
	MRR:  0.8932
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8757
		MRR:  0.9128
	2-Hop
		Hits@1:  0.8463
		MRR:  0.8967
	3-Hop
		Hits@1:  0.8268
		MRR:  0.8699
Valid Action Count at Each Step
	Overall Average: 75.0116
		Step 1: 19.4834
		Step 2: 88.4890
		Step 3: 93.6608
		Step 4: 98.4133
Entropy Metrics
	Question Entropy:  0.0428
	Path Entropy:  0.1711
		Step 1:  0.0269
		Step 2:  0.0295
		Step 3:  0.0308
		Step 4:  0.0839
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4209
	Restart Rate:  0.0000
	No-Op Rate:  0.4209
	Cycle Rate:  0.0350
	Backtrack Rate:  0.0000
	Unique Edges:  2.2821
	Redundancy:  0.0097
	Avg Segment Hops:  2.3164
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8109
	Precision:  0.0663
	F1 Score:  0.0992
Relation-Set Overlap Metrics
	Recall:  0.6418
	Precision:  0.7204
	F1 Score:  0.6661
Relation Edit Distance Metrics:
	Overall Average:  0.3879
		4-Hop:  0.6270
		2-Hop:  0.2888
		3-Hop:  0.4058

Score for iteration 8000
Answer Metrics
	Hits@1:  0.8861
	Hits@3:  0.9458
	Hits@5:  0.9635
	Hits@10:  0.9779
	Hits@20:  0.9889
	MRR:  0.9200
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9362
	2-Hop
		Hits@1:  0.8873
		MRR:  0.9223
	3-Hop
		Hits@1:  0.8615
		MRR:  0.9021
Valid Action Count at Each Step
	Overall Average: 60.3611
		Step 1: 19.4834
		Step 2: 65.5627
		Step 3: 80.0655
		Step 4: 76.3327
Entropy Metrics
	Question Entropy:  0.0455
	Path Entropy:  0.1820
		Step 1:  0.0179
		Step 2:  0.0375
		Step 3:  0.0480
		Step 4:  0.0786
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4040
	Restart Rate:  0.0000
	No-Op Rate:  0.4040
	Cycle Rate:  0.0099
	Backtrack Rate:  0.0000
	Unique Edges:  2.3794
	Redundancy:  0.0011
	Avg Segment Hops:  2.3838
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8356
	Precision:  0.0629
	F1 Score:  0.0999
Relation-Set Overlap Metrics
	Recall:  0.7247
	Precision:  0.7895
	F1 Score:  0.7459
Relation Edit Distance Metrics:
	Overall Average:  0.2950
		4-Hop:  0.4811
		2-Hop:  0.2271
		3-Hop:  0.2893

Score for iteration 8100
Answer Metrics
	Hits@1:  0.8496
	Hits@3:  0.9347
	Hits@5:  0.9580
	Hits@10:  0.9712
	Hits@20:  0.9812
	MRR:  0.8982
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9385
	2-Hop
		Hits@1:  0.8422
		MRR:  0.8939
	3-Hop
		Hits@1:  0.8182
		MRR:  0.8751
Valid Action Count at Each Step
	Overall Average: 61.5188
		Step 1: 19.4834
		Step 2: 70.0377
		Step 3: 81.9172
		Step 4: 74.6368
Entropy Metrics
	Question Entropy:  0.0448
	Path Entropy:  0.1790
		Step 1:  0.0197
		Step 2:  0.0408
		Step 3:  0.0409
		Step 4:  0.0776
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3758
	Restart Rate:  0.0000
	No-Op Rate:  0.3758
	Cycle Rate:  0.0329
	Backtrack Rate:  0.0000
	Unique Edges:  2.4735
	Redundancy:  0.0059
	Avg Segment Hops:  2.4967
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8230
	Precision:  0.0632
	F1 Score:  0.1010
Relation-Set Overlap Metrics
	Recall:  0.7098
	Precision:  0.7590
	F1 Score:  0.7215
Relation Edit Distance Metrics:
	Overall Average:  0.3317
		4-Hop:  0.5284
		2-Hop:  0.2626
		3-Hop:  0.3200

Score for iteration 8200
Answer Metrics
	Hits@1:  0.7865
	Hits@3:  0.9137
	Hits@5:  0.9347
	Hits@10:  0.9668
	Hits@20:  0.9746
	MRR:  0.8529
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9442
	2-Hop
		Hits@1:  0.7643
		MRR:  0.8436
	3-Hop
		Hits@1:  0.7273
		MRR:  0.7992
Valid Action Count at Each Step
	Overall Average: 68.6941
		Step 1: 19.4834
		Step 2: 88.6336
		Step 3: 81.4273
		Step 4: 85.2321
Entropy Metrics
	Question Entropy:  0.0473
	Path Entropy:  0.1892
		Step 1:  0.0177
		Step 2:  0.0393
		Step 3:  0.0459
		Step 4:  0.0863
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3598
	Restart Rate:  0.0000
	No-Op Rate:  0.3598
	Cycle Rate:  0.0564
	Backtrack Rate:  0.0000
	Unique Edges:  2.4967
	Redundancy:  0.0161
	Avg Segment Hops:  2.5608
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8246
	Precision:  0.0739
	F1 Score:  0.1130
Relation-Set Overlap Metrics
	Recall:  0.6423
	Precision:  0.6785
	F1 Score:  0.6456
Relation Edit Distance Metrics:
	Overall Average:  0.4169
		4-Hop:  0.6216
		2-Hop:  0.3306
		3-Hop:  0.4351

Score for iteration 8300
Answer Metrics
	Hits@1:  0.8518
	Hits@3:  0.9381
	Hits@5:  0.9513
	Hits@10:  0.9701
	Hits@20:  0.9779
	MRR:  0.8975
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9356
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8828
	3-Hop
		Hits@1:  0.8571
		MRR:  0.8981
Valid Action Count at Each Step
	Overall Average: 60.1084
		Step 1: 19.4834
		Step 2: 69.5542
		Step 3: 75.2650
		Step 4: 76.1308
Entropy Metrics
	Question Entropy:  0.0471
	Path Entropy:  0.1884
		Step 1:  0.0221
		Step 2:  0.0412
		Step 3:  0.0434
		Step 4:  0.0817
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4065
	Restart Rate:  0.0000
	No-Op Rate:  0.4065
	Cycle Rate:  0.0270
	Backtrack Rate:  0.0000
	Unique Edges:  2.3407
	Redundancy:  0.0096
	Avg Segment Hops:  2.3739
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8624
	Precision:  0.0699
	F1 Score:  0.1074
Relation-Set Overlap Metrics
	Recall:  0.6979
	Precision:  0.7764
	F1 Score:  0.7224
Relation Edit Distance Metrics:
	Overall Average:  0.3283
		4-Hop:  0.4878
		2-Hop:  0.2712
		3-Hop:  0.3211

Score for iteration 8400
Answer Metrics
	Hits@1:  0.8396
	Hits@3:  0.9204
	Hits@5:  0.9458
	Hits@10:  0.9701
	Hits@20:  0.9845
	MRR:  0.8869
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9441
	2-Hop
		Hits@1:  0.8545
		MRR:  0.8978
	3-Hop
		Hits@1:  0.7403
		MRR:  0.8179
Valid Action Count at Each Step
	Overall Average: 66.4141
		Step 1: 19.4834
		Step 2: 82.4141
		Step 3: 82.7095
		Step 4: 81.0492
Entropy Metrics
	Question Entropy:  0.0520
	Path Entropy:  0.2080
		Step 1:  0.0212
		Step 2:  0.0545
		Step 3:  0.0497
		Step 4:  0.0826
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3473
	Restart Rate:  0.0000
	No-Op Rate:  0.3473
	Cycle Rate:  0.0412
	Backtrack Rate:  0.0000
	Unique Edges:  2.5774
	Redundancy:  0.0084
	Avg Segment Hops:  2.6106
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8737
	Precision:  0.0813
	F1 Score:  0.1179
Relation-Set Overlap Metrics
	Recall:  0.6928
	Precision:  0.7235
	F1 Score:  0.6951
Relation Edit Distance Metrics:
	Overall Average:  0.3679
		4-Hop:  0.5162
		2-Hop:  0.2806
		3-Hop:  0.4336

Score for iteration 8500
Answer Metrics
	Hits@1:  0.8883
	Hits@3:  0.9469
	Hits@5:  0.9657
	Hits@10:  0.9768
	Hits@20:  0.9878
	MRR:  0.9218
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9440
	2-Hop
		Hits@1:  0.8852
		MRR:  0.9208
	3-Hop
		Hits@1:  0.8701
		MRR:  0.9062
Valid Action Count at Each Step
	Overall Average: 58.1772
		Step 1: 19.4834
		Step 2: 68.1496
		Step 3: 72.1488
		Step 4: 72.9272
Entropy Metrics
	Question Entropy:  0.0511
	Path Entropy:  0.2043
		Step 1:  0.0199
		Step 2:  0.0475
		Step 3:  0.0479
		Step 4:  0.0890
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3946
	Restart Rate:  0.0000
	No-Op Rate:  0.3946
	Cycle Rate:  0.0157
	Backtrack Rate:  0.0000
	Unique Edges:  2.4093
	Redundancy:  0.0032
	Avg Segment Hops:  2.4215
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8707
	Precision:  0.0643
	F1 Score:  0.1021
Relation-Set Overlap Metrics
	Recall:  0.7327
	Precision:  0.7912
	F1 Score:  0.7516
Relation Edit Distance Metrics:
	Overall Average:  0.2919
		4-Hop:  0.4514
		2-Hop:  0.2061
		3-Hop:  0.3456

Score for iteration 8600
Answer Metrics
	Hits@1:  0.8794
	Hits@3:  0.9358
	Hits@5:  0.9668
	Hits@10:  0.9735
	Hits@20:  0.9823
	MRR:  0.9147
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9459
		MRR:  0.9612
	2-Hop
		Hits@1:  0.8627
		MRR:  0.9057
	3-Hop
		Hits@1:  0.8615
		MRR:  0.8963
Valid Action Count at Each Step
	Overall Average: 70.4856
		Step 1: 19.4834
		Step 2: 88.9909
		Step 3: 88.5072
		Step 4: 84.9610
Entropy Metrics
	Question Entropy:  0.0454
	Path Entropy:  0.1816
		Step 1:  0.0218
		Step 2:  0.0346
		Step 3:  0.0378
		Step 4:  0.0875
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3985
	Restart Rate:  0.0000
	No-Op Rate:  0.3985
	Cycle Rate:  0.0371
	Backtrack Rate:  0.0000
	Unique Edges:  2.3684
	Redundancy:  0.0095
	Avg Segment Hops:  2.4060
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8361
	Precision:  0.0642
	F1 Score:  0.1036
Relation-Set Overlap Metrics
	Recall:  0.6627
	Precision:  0.7321
	F1 Score:  0.6828
Relation Edit Distance Metrics:
	Overall Average:  0.3710
		4-Hop:  0.5486
		2-Hop:  0.2935
		3-Hop:  0.3925

Score for iteration 8700
Answer Metrics
	Hits@1:  0.8562
	Hits@3:  0.9491
	Hits@5:  0.9613
	Hits@10:  0.9768
	Hits@20:  0.9878
	MRR:  0.9046
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9493
	2-Hop
		Hits@1:  0.8443
		MRR:  0.8994
	3-Hop
		Hits@1:  0.8268
		MRR:  0.8798
Valid Action Count at Each Step
	Overall Average: 68.2092
		Step 1: 19.4834
		Step 2: 83.0645
		Step 3: 93.1222
		Step 4: 77.1667
Entropy Metrics
	Question Entropy:  0.0442
	Path Entropy:  0.1768
		Step 1:  0.0245
		Step 2:  0.0245
		Step 3:  0.0332
		Step 4:  0.0946
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3858
	Restart Rate:  0.0000
	No-Op Rate:  0.3858
	Cycle Rate:  0.0429
	Backtrack Rate:  0.0000
	Unique Edges:  2.4137
	Redundancy:  0.0108
	Avg Segment Hops:  2.4569
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8687
	Precision:  0.0634
	F1 Score:  0.1040
Relation-Set Overlap Metrics
	Recall:  0.6598
	Precision:  0.7134
	F1 Score:  0.6750
Relation Edit Distance Metrics:
	Overall Average:  0.3756
		4-Hop:  0.5419
		2-Hop:  0.3086
		3-Hop:  0.3838

Score for iteration 8800
Answer Metrics
	Hits@1:  0.8285
	Hits@3:  0.9347
	Hits@5:  0.9524
	Hits@10:  0.9746
	Hits@20:  0.9834
	MRR:  0.8848
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8865
		MRR:  0.9258
	2-Hop
		Hits@1:  0.8361
		MRR:  0.8909
	3-Hop
		Hits@1:  0.7662
		MRR:  0.8391
Valid Action Count at Each Step
	Overall Average: 65.6815
		Step 1: 19.4834
		Step 2: 76.7650
		Step 3: 89.8932
		Step 4: 76.5841
Entropy Metrics
	Question Entropy:  0.0386
	Path Entropy:  0.1543
		Step 1:  0.0223
		Step 2:  0.0209
		Step 3:  0.0246
		Step 4:  0.0865
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4309
	Restart Rate:  0.0000
	No-Op Rate:  0.4309
	Cycle Rate:  0.0270
	Backtrack Rate:  0.0000
	Unique Edges:  2.2577
	Redundancy:  0.0058
	Avg Segment Hops:  2.2765
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8488
	Precision:  0.0598
	F1 Score:  0.0982
Relation-Set Overlap Metrics
	Recall:  0.6548
	Precision:  0.7440
	F1 Score:  0.6854
Relation Edit Distance Metrics:
	Overall Average:  0.3622
		4-Hop:  0.5270
		2-Hop:  0.2860
		3-Hop:  0.3911

Score for iteration 8900
Answer Metrics
	Hits@1:  0.8507
	Hits@3:  0.9358
	Hits@5:  0.9602
	Hits@10:  0.9735
	Hits@20:  0.9823
	MRR:  0.8980
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9368
	2-Hop
		Hits@1:  0.8484
		MRR:  0.9017
	3-Hop
		Hits@1:  0.8139
		MRR:  0.8593
Valid Action Count at Each Step
	Overall Average: 67.5982
		Step 1: 19.4834
		Step 2: 82.7214
		Step 3: 89.0655
		Step 4: 79.1224
Entropy Metrics
	Question Entropy:  0.0435
	Path Entropy:  0.1740
		Step 1:  0.0283
		Step 2:  0.0318
		Step 3:  0.0284
		Step 4:  0.0855
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4104
	Restart Rate:  0.0000
	No-Op Rate:  0.4104
	Cycle Rate:  0.0374
	Backtrack Rate:  0.0000
	Unique Edges:  2.3186
	Redundancy:  0.0100
	Avg Segment Hops:  2.3584
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8423
	Precision:  0.0619
	F1 Score:  0.1002
Relation-Set Overlap Metrics
	Recall:  0.6646
	Precision:  0.7388
	F1 Score:  0.6888
Relation Edit Distance Metrics:
	Overall Average:  0.3613
		4-Hop:  0.5486
		2-Hop:  0.2761
		3-Hop:  0.3911

Score for iteration 9000
Answer Metrics
	Hits@1:  0.8662
	Hits@3:  0.9381
	Hits@5:  0.9546
	Hits@10:  0.9757
	Hits@20:  0.9845
	MRR:  0.9058
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9378
	2-Hop
		Hits@1:  0.8586
		MRR:  0.9003
	3-Hop
		Hits@1:  0.8442
		MRR:  0.8919
Valid Action Count at Each Step
	Overall Average: 61.0742
		Step 1: 19.4834
		Step 2: 71.8830
		Step 3: 83.9470
		Step 4: 68.9833
Entropy Metrics
	Question Entropy:  0.0383
	Path Entropy:  0.1530
		Step 1:  0.0246
		Step 2:  0.0295
		Step 3:  0.0272
		Step 4:  0.0717
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4007
	Restart Rate:  0.0000
	No-Op Rate:  0.4007
	Cycle Rate:  0.0198
	Backtrack Rate:  0.0000
	Unique Edges:  2.3783
	Redundancy:  0.0071
	Avg Segment Hops:  2.3971
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8911
	Precision:  0.0639
	F1 Score:  0.1043
Relation-Set Overlap Metrics
	Recall:  0.7043
	Precision:  0.7741
	F1 Score:  0.7275
Relation Edit Distance Metrics:
	Overall Average:  0.3172
		4-Hop:  0.4635
		2-Hop:  0.2546
		3-Hop:  0.3323

Score for iteration 9100
Answer Metrics
	Hits@1:  0.8894
	Hits@3:  0.9447
	Hits@5:  0.9624
	Hits@10:  0.9801
	Hits@20:  0.9856
	MRR:  0.9214
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9519
	2-Hop
		Hits@1:  0.8811
		MRR:  0.9156
	3-Hop
		Hits@1:  0.8745
		MRR:  0.9090
Valid Action Count at Each Step
	Overall Average: 63.4150
		Step 1: 19.4834
		Step 2: 75.3099
		Step 3: 83.5199
		Step 4: 75.3466
Entropy Metrics
	Question Entropy:  0.0423
	Path Entropy:  0.1690
		Step 1:  0.0184
		Step 2:  0.0410
		Step 3:  0.0307
		Step 4:  0.0789
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3562
	Restart Rate:  0.0000
	No-Op Rate:  0.3562
	Cycle Rate:  0.0410
	Backtrack Rate:  0.0000
	Unique Edges:  2.5299
	Redundancy:  0.0113
	Avg Segment Hops:  2.5752
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8844
	Precision:  0.0700
	F1 Score:  0.1081
Relation-Set Overlap Metrics
	Recall:  0.7272
	Precision:  0.7732
	F1 Score:  0.7376
Relation Edit Distance Metrics:
	Overall Average:  0.3188
		4-Hop:  0.4527
		2-Hop:  0.2633
		3-Hop:  0.3286

Score for iteration 9200
Answer Metrics
	Hits@1:  0.8562
	Hits@3:  0.9292
	Hits@5:  0.9458
	Hits@10:  0.9657
	Hits@20:  0.9768
	MRR:  0.8978
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9351
		MRR:  0.9471
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8807
	3-Hop
		Hits@1:  0.8528
		MRR:  0.8945
Valid Action Count at Each Step
	Overall Average: 61.4051
		Step 1: 19.4834
		Step 2: 69.5864
		Step 3: 86.4244
		Step 4: 70.1263
Entropy Metrics
	Question Entropy:  0.0379
	Path Entropy:  0.1514
		Step 1:  0.0172
		Step 2:  0.0277
		Step 3:  0.0230
		Step 4:  0.0836
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4118
	Restart Rate:  0.0000
	No-Op Rate:  0.4118
	Cycle Rate:  0.0231
	Backtrack Rate:  0.0000
	Unique Edges:  2.3374
	Redundancy:  0.0041
	Avg Segment Hops:  2.3529
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8827
	Precision:  0.0643
	F1 Score:  0.1005
Relation-Set Overlap Metrics
	Recall:  0.7112
	Precision:  0.7997
	F1 Score:  0.7414
Relation Edit Distance Metrics:
	Overall Average:  0.3084
		4-Hop:  0.4608
		2-Hop:  0.2560
		3-Hop:  0.2973

Score for iteration 9300
Answer Metrics
	Hits@1:  0.8794
	Hits@3:  0.9325
	Hits@5:  0.9546
	Hits@10:  0.9735
	Hits@20:  0.9812
	MRR:  0.9123
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9405
		MRR:  0.9528
	2-Hop
		Hits@1:  0.8545
		MRR:  0.8980
	3-Hop
		Hits@1:  0.8831
		MRR:  0.9102
Valid Action Count at Each Step
	Overall Average: 61.1530
		Step 1: 19.4834
		Step 2: 67.2802
		Step 3: 87.1102
		Step 4: 70.7381
Entropy Metrics
	Question Entropy:  0.0410
	Path Entropy:  0.1640
		Step 1:  0.0130
		Step 2:  0.0345
		Step 3:  0.0277
		Step 4:  0.0888
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3822
	Restart Rate:  0.0000
	No-Op Rate:  0.3822
	Cycle Rate:  0.0304
	Backtrack Rate:  0.0000
	Unique Edges:  2.4447
	Redundancy:  0.0069
	Avg Segment Hops:  2.4712
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9042
	Precision:  0.0646
	F1 Score:  0.1022
Relation-Set Overlap Metrics
	Recall:  0.7321
	Precision:  0.7986
	F1 Score:  0.7526
Relation Edit Distance Metrics:
	Overall Average:  0.3010
		4-Hop:  0.4311
		2-Hop:  0.2596
		3-Hop:  0.2843

Score for iteration 9400
Answer Metrics
	Hits@1:  0.8584
	Hits@3:  0.9248
	Hits@5:  0.9480
	Hits@10:  0.9701
	Hits@20:  0.9856
	MRR:  0.8981
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9485
	2-Hop
		Hits@1:  0.8340
		MRR:  0.8807
	3-Hop
		Hits@1:  0.8571
		MRR:  0.8943
Valid Action Count at Each Step
	Overall Average: 56.2326
		Step 1: 19.4834
		Step 2: 56.3812
		Step 3: 77.0748
		Step 4: 71.9909
Entropy Metrics
	Question Entropy:  0.0458
	Path Entropy:  0.1832
		Step 1:  0.0161
		Step 2:  0.0463
		Step 3:  0.0308
		Step 4:  0.0900
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3548
	Restart Rate:  0.0000
	No-Op Rate:  0.3548
	Cycle Rate:  0.0263
	Backtrack Rate:  0.0000
	Unique Edges:  2.5631
	Redundancy:  0.0044
	Avg Segment Hops:  2.5808
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8896
	Precision:  0.0652
	F1 Score:  0.0992
Relation-Set Overlap Metrics
	Recall:  0.7261
	Precision:  0.7699
	F1 Score:  0.7365
Relation Edit Distance Metrics:
	Overall Average:  0.3200
		4-Hop:  0.4338
		2-Hop:  0.2855
		3-Hop:  0.3016

Score for iteration 9500
Answer Metrics
	Hits@1:  0.8540
	Hits@3:  0.9270
	Hits@5:  0.9469
	Hits@10:  0.9679
	Hits@20:  0.9790
	MRR:  0.8965
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9464
	2-Hop
		Hits@1:  0.8258
		MRR:  0.8771
	3-Hop
		Hits@1:  0.8571
		MRR:  0.8975
Valid Action Count at Each Step
	Overall Average: 65.2537
		Step 1: 19.4834
		Step 2: 75.2503
		Step 3: 84.7092
		Step 4: 81.5718
Entropy Metrics
	Question Entropy:  0.0417
	Path Entropy:  0.1668
		Step 1:  0.0207
		Step 2:  0.0390
		Step 3:  0.0254
		Step 4:  0.0816
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4123
	Restart Rate:  0.0000
	No-Op Rate:  0.4123
	Cycle Rate:  0.0267
	Backtrack Rate:  0.0000
	Unique Edges:  2.3252
	Redundancy:  0.0064
	Avg Segment Hops:  2.3507
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8342
	Precision:  0.0619
	F1 Score:  0.0950
Relation-Set Overlap Metrics
	Recall:  0.6744
	Precision:  0.7525
	F1 Score:  0.6996
Relation Edit Distance Metrics:
	Overall Average:  0.3527
		4-Hop:  0.5027
		2-Hop:  0.3074
		3-Hop:  0.3283

Score for iteration 9600
Answer Metrics
	Hits@1:  0.8639
	Hits@3:  0.9336
	Hits@5:  0.9558
	Hits@10:  0.9768
	Hits@20:  0.9900
	MRR:  0.9049
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9405
		MRR:  0.9586
	2-Hop
		Hits@1:  0.8340
		MRR:  0.8852
	3-Hop
		Hits@1:  0.8658
		MRR:  0.9034
Valid Action Count at Each Step
	Overall Average: 60.5001
		Step 1: 19.4834
		Step 2: 70.2939
		Step 3: 76.0476
		Step 4: 76.1757
Entropy Metrics
	Question Entropy:  0.0378
	Path Entropy:  0.1513
		Step 1:  0.0195
		Step 2:  0.0347
		Step 3:  0.0287
		Step 4:  0.0684
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4002
	Restart Rate:  0.0000
	No-Op Rate:  0.4002
	Cycle Rate:  0.0183
	Backtrack Rate:  0.0000
	Unique Edges:  2.3883
	Redundancy:  0.0040
	Avg Segment Hops:  2.3993
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8582
	Precision:  0.0687
	F1 Score:  0.1029
Relation-Set Overlap Metrics
	Recall:  0.7154
	Precision:  0.7882
	F1 Score:  0.7393
Relation Edit Distance Metrics:
	Overall Average:  0.3075
		4-Hop:  0.4635
		2-Hop:  0.2503
		3-Hop:  0.3034

Score for iteration 9700
Answer Metrics
	Hits@1:  0.8805
	Hits@3:  0.9436
	Hits@5:  0.9580
	Hits@10:  0.9735
	Hits@20:  0.9856
	MRR:  0.9145
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9470
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9045
	3-Hop
		Hits@1:  0.8701
		MRR:  0.9093
Valid Action Count at Each Step
	Overall Average: 58.0123
		Step 1: 19.4834
		Step 2: 61.5915
		Step 3: 80.7812
		Step 4: 70.1930
Entropy Metrics
	Question Entropy:  0.0402
	Path Entropy:  0.1608
		Step 1:  0.0178
		Step 2:  0.0286
		Step 3:  0.0333
		Step 4:  0.0811
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3996
	Restart Rate:  0.0000
	No-Op Rate:  0.3996
	Cycle Rate:  0.0134
	Backtrack Rate:  0.0000
	Unique Edges:  2.3938
	Redundancy:  0.0020
	Avg Segment Hops:  2.4015
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8777
	Precision:  0.0586
	F1 Score:  0.0953
Relation-Set Overlap Metrics
	Recall:  0.7278
	Precision:  0.7911
	F1 Score:  0.7488
Relation Edit Distance Metrics:
	Overall Average:  0.2941
		4-Hop:  0.4689
		2-Hop:  0.2305
		3-Hop:  0.2882

Score for iteration 9800
Answer Metrics
	Hits@1:  0.8617
	Hits@3:  0.9215
	Hits@5:  0.9425
	Hits@10:  0.9679
	Hits@20:  0.9856
	MRR:  0.8992
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9368
	2-Hop
		Hits@1:  0.8443
		MRR:  0.8884
	3-Hop
		Hits@1:  0.8528
		MRR:  0.8920
Valid Action Count at Each Step
	Overall Average: 59.0831
		Step 1: 19.4834
		Step 2: 64.9631
		Step 3: 76.1178
		Step 4: 75.7680
Entropy Metrics
	Question Entropy:  0.0377
	Path Entropy:  0.1508
		Step 1:  0.0198
		Step 2:  0.0234
		Step 3:  0.0296
		Step 4:  0.0780
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4369
	Restart Rate:  0.0000
	No-Op Rate:  0.4369
	Cycle Rate:  0.0072
	Backtrack Rate:  0.0000
	Unique Edges:  2.2467
	Redundancy:  0.0025
	Avg Segment Hops:  2.2522
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8386
	Precision:  0.0567
	F1 Score:  0.0917
Relation-Set Overlap Metrics
	Recall:  0.6741
	Precision:  0.7643
	F1 Score:  0.7063
Relation Edit Distance Metrics:
	Overall Average:  0.3382
		4-Hop:  0.4986
		2-Hop:  0.2789
		3-Hop:  0.3351

Score for iteration 9900
Answer Metrics
	Hits@1:  0.8628
	Hits@3:  0.9347
	Hits@5:  0.9546
	Hits@10:  0.9757
	Hits@20:  0.9834
	MRR:  0.9035
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9403
	2-Hop
		Hits@1:  0.8463
		MRR:  0.8949
	3-Hop
		Hits@1:  0.8528
		MRR:  0.8923
Valid Action Count at Each Step
	Overall Average: 65.0772
		Step 1: 19.4834
		Step 2: 84.0224
		Step 3: 76.6679
		Step 4: 80.1351
Entropy Metrics
	Question Entropy:  0.0379
	Path Entropy:  0.1515
		Step 1:  0.0234
		Step 2:  0.0258
		Step 3:  0.0341
		Step 4:  0.0682
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4062
	Restart Rate:  0.0000
	No-Op Rate:  0.4062
	Cycle Rate:  0.0287
	Backtrack Rate:  0.0000
	Unique Edges:  2.3418
	Redundancy:  0.0084
	Avg Segment Hops:  2.3750
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8437
	Precision:  0.0661
	F1 Score:  0.1043
Relation-Set Overlap Metrics
	Recall:  0.6675
	Precision:  0.7251
	F1 Score:  0.6838
Relation Edit Distance Metrics:
	Overall Average:  0.3682
		4-Hop:  0.6135
		2-Hop:  0.2604
		3-Hop:  0.3994

Score for iteration 10000
Answer Metrics
	Hits@1:  0.8617
	Hits@3:  0.9270
	Hits@5:  0.9524
	Hits@10:  0.9735
	Hits@20:  0.9834
	MRR:  0.9005
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9425
	2-Hop
		Hits@1:  0.8463
		MRR:  0.8898
	3-Hop
		Hits@1:  0.8442
		MRR:  0.8893
Valid Action Count at Each Step
	Overall Average: 62.0298
		Step 1: 19.4834
		Step 2: 78.1911
		Step 3: 71.7210
		Step 4: 78.7237
Entropy Metrics
	Question Entropy:  0.0381
	Path Entropy:  0.1523
		Step 1:  0.0161
		Step 2:  0.0260
		Step 3:  0.0384
		Step 4:  0.0718
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4096
	Restart Rate:  0.0000
	No-Op Rate:  0.4096
	Cycle Rate:  0.0261
	Backtrack Rate:  0.0000
	Unique Edges:  2.3352
	Redundancy:  0.0067
	Avg Segment Hops:  2.3617
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8538
	Precision:  0.0653
	F1 Score:  0.1028
Relation-Set Overlap Metrics
	Recall:  0.6763
	Precision:  0.7399
	F1 Score:  0.6961
Relation Edit Distance Metrics:
	Overall Average:  0.3533
		4-Hop:  0.5459
		2-Hop:  0.2589
		3-Hop:  0.3986

Score for iteration 10100
Answer Metrics
	Hits@1:  0.6980
	Hits@3:  0.8473
	Hits@5:  0.9027
	Hits@10:  0.9392
	Hits@20:  0.9690
	MRR:  0.7808
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.4324
		MRR:  0.5653
	2-Hop
		Hits@1:  0.8217
		MRR:  0.8807
	3-Hop
		Hits@1:  0.6494
		MRR:  0.7424
Valid Action Count at Each Step
	Overall Average: 54.1445
		Step 1: 19.4834
		Step 2: 66.2280
		Step 3: 69.9399
		Step 4: 60.9266
Entropy Metrics
	Question Entropy:  0.0324
	Path Entropy:  0.1297
		Step 1:  0.0172
		Step 2:  0.0249
		Step 3:  0.0155
		Step 4:  0.0720
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4292
	Restart Rate:  0.0000
	No-Op Rate:  0.4292
	Cycle Rate:  0.0306
	Backtrack Rate:  0.0000
	Unique Edges:  2.2788
	Redundancy:  0.0022
	Avg Segment Hops:  2.2832
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8257
	Precision:  0.0521
	F1 Score:  0.0856
Relation-Set Overlap Metrics
	Recall:  0.6607
	Precision:  0.7514
	F1 Score:  0.6901
Relation Edit Distance Metrics:
	Overall Average:  0.3673
		4-Hop:  0.6068
		2-Hop:  0.2703
		3-Hop:  0.3806

Score for iteration 10200
Answer Metrics
	Hits@1:  0.8706
	Hits@3:  0.9303
	Hits@5:  0.9458
	Hits@10:  0.9668
	Hits@20:  0.9889
	MRR:  0.9069
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9376
	2-Hop
		Hits@1:  0.8668
		MRR:  0.9068
	3-Hop
		Hits@1:  0.8398
		MRR:  0.8825
Valid Action Count at Each Step
	Overall Average: 64.2101
		Step 1: 19.4834
		Step 2: 79.0210
		Step 3: 78.4154
		Step 4: 79.9208
Entropy Metrics
	Question Entropy:  0.0352
	Path Entropy:  0.1410
		Step 1:  0.0230
		Step 2:  0.0222
		Step 3:  0.0347
		Step 4:  0.0610
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4239
	Restart Rate:  0.0000
	No-Op Rate:  0.4239
	Cycle Rate:  0.0208
	Backtrack Rate:  0.0000
	Unique Edges:  2.2865
	Redundancy:  0.0044
	Avg Segment Hops:  2.3042
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8599
	Precision:  0.0673
	F1 Score:  0.1061
Relation-Set Overlap Metrics
	Recall:  0.6781
	Precision:  0.7519
	F1 Score:  0.7020
Relation Edit Distance Metrics:
	Overall Average:  0.3449
		4-Hop:  0.5500
		2-Hop:  0.2466
		3-Hop:  0.3885

Score for iteration 10300
Answer Metrics
	Hits@1:  0.8540
	Hits@3:  0.9314
	Hits@5:  0.9480
	Hits@10:  0.9701
	Hits@20:  0.9834
	MRR:  0.8968
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9329
	2-Hop
		Hits@1:  0.8545
		MRR:  0.8965
	3-Hop
		Hits@1:  0.8139
		MRR:  0.8685
Valid Action Count at Each Step
	Overall Average: 64.6536
		Step 1: 19.4834
		Step 2: 81.9195
		Step 3: 81.8423
		Step 4: 75.3693
Entropy Metrics
	Question Entropy:  0.0383
	Path Entropy:  0.1531
		Step 1:  0.0204
		Step 2:  0.0206
		Step 3:  0.0318
		Step 4:  0.0803
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4331
	Restart Rate:  0.0000
	No-Op Rate:  0.4331
	Cycle Rate:  0.0227
	Backtrack Rate:  0.0000
	Unique Edges:  2.2489
	Redundancy:  0.0047
	Avg Segment Hops:  2.2677
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8788
	Precision:  0.0596
	F1 Score:  0.0991
Relation-Set Overlap Metrics
	Recall:  0.6656
	Precision:  0.7534
	F1 Score:  0.6940
Relation Edit Distance Metrics:
	Overall Average:  0.3569
		4-Hop:  0.5689
		2-Hop:  0.2654
		3-Hop:  0.3806

Score for iteration 10400
Answer Metrics
	Hits@1:  0.8739
	Hits@3:  0.9347
	Hits@5:  0.9535
	Hits@10:  0.9690
	Hits@20:  0.9823
	MRR:  0.9086
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9351
		MRR:  0.9520
	2-Hop
		Hits@1:  0.8504
		MRR:  0.8940
	3-Hop
		Hits@1:  0.8745
		MRR:  0.9049
Valid Action Count at Each Step
	Overall Average: 65.5342
		Step 1: 19.4834
		Step 2: 77.5759
		Step 3: 86.8349
		Step 4: 78.2427
Entropy Metrics
	Question Entropy:  0.0456
	Path Entropy:  0.1825
		Step 1:  0.0198
		Step 2:  0.0436
		Step 3:  0.0343
		Step 4:  0.0848
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3261
	Restart Rate:  0.0000
	No-Op Rate:  0.3261
	Cycle Rate:  0.0538
	Backtrack Rate:  0.0000
	Unique Edges:  2.6493
	Redundancy:  0.0116
	Avg Segment Hops:  2.6958
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9038
	Precision:  0.0691
	F1 Score:  0.1095
Relation-Set Overlap Metrics
	Recall:  0.7165
	Precision:  0.7348
	F1 Score:  0.7148
Relation Edit Distance Metrics:
	Overall Average:  0.3491
		4-Hop:  0.4865
		2-Hop:  0.2973
		3-Hop:  0.3485

Score for iteration 10500
Answer Metrics
	Hits@1:  0.8429
	Hits@3:  0.9259
	Hits@5:  0.9480
	Hits@10:  0.9657
	Hits@20:  0.9790
	MRR:  0.8898
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9246
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8851
	3-Hop
		Hits@1:  0.8312
		MRR:  0.8718
Valid Action Count at Each Step
	Overall Average: 68.7060
		Step 1: 19.4834
		Step 2: 87.7204
		Step 3: 84.3067
		Step 4: 83.3134
Entropy Metrics
	Question Entropy:  0.0314
	Path Entropy:  0.1255
		Step 1:  0.0183
		Step 2:  0.0180
		Step 3:  0.0230
		Step 4:  0.0662
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4062
	Restart Rate:  0.0000
	No-Op Rate:  0.4062
	Cycle Rate:  0.0481
	Backtrack Rate:  0.0000
	Unique Edges:  2.3131
	Redundancy:  0.0157
	Avg Segment Hops:  2.3750
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8680
	Precision:  0.0643
	F1 Score:  0.1046
Relation-Set Overlap Metrics
	Recall:  0.6577
	Precision:  0.7276
	F1 Score:  0.6766
Relation Edit Distance Metrics:
	Overall Average:  0.3867
		4-Hop:  0.6270
		2-Hop:  0.2879
		3-Hop:  0.4030

Score for iteration 10600
Answer Metrics
	Hits@1:  0.8617
	Hits@3:  0.9403
	Hits@5:  0.9569
	Hits@10:  0.9690
	Hits@20:  0.9823
	MRR:  0.9043
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9291
	2-Hop
		Hits@1:  0.8750
		MRR:  0.9152
	3-Hop
		Hits@1:  0.8052
		MRR:  0.8616
Valid Action Count at Each Step
	Overall Average: 66.1803
		Step 1: 19.4834
		Step 2: 78.7097
		Step 3: 86.4952
		Step 4: 80.0329
Entropy Metrics
	Question Entropy:  0.0390
	Path Entropy:  0.1559
		Step 1:  0.0223
		Step 2:  0.0284
		Step 3:  0.0338
		Step 4:  0.0714
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3852
	Restart Rate:  0.0000
	No-Op Rate:  0.3852
	Cycle Rate:  0.0371
	Backtrack Rate:  0.0000
	Unique Edges:  2.4192
	Redundancy:  0.0100
	Avg Segment Hops:  2.4591
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8685
	Precision:  0.0578
	F1 Score:  0.0968
Relation-Set Overlap Metrics
	Recall:  0.6971
	Precision:  0.7502
	F1 Score:  0.7098
Relation Edit Distance Metrics:
	Overall Average:  0.3463
		4-Hop:  0.5500
		2-Hop:  0.2601
		3-Hop:  0.3654

Score for iteration 10700
Answer Metrics
	Hits@1:  0.8905
	Hits@3:  0.9369
	Hits@5:  0.9558
	Hits@10:  0.9701
	Hits@20:  0.9790
	MRR:  0.9188
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9459
		MRR:  0.9563
	2-Hop
		Hits@1:  0.8811
		MRR:  0.9153
	3-Hop
		Hits@1:  0.8658
		MRR:  0.8962
Valid Action Count at Each Step
	Overall Average: 67.9894
		Step 1: 19.4834
		Step 2: 70.1159
		Step 3: 91.6804
		Step 4: 90.6780
Entropy Metrics
	Question Entropy:  0.0304
	Path Entropy:  0.1215
		Step 1:  0.0148
		Step 2:  0.0175
		Step 3:  0.0256
		Step 4:  0.0636
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3592
	Restart Rate:  0.0000
	No-Op Rate:  0.3592
	Cycle Rate:  0.0493
	Backtrack Rate:  0.0000
	Unique Edges:  2.5066
	Redundancy:  0.0141
	Avg Segment Hops:  2.5631
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8895
	Precision:  0.0606
	F1 Score:  0.0990
Relation-Set Overlap Metrics
	Recall:  0.7158
	Precision:  0.7492
	F1 Score:  0.7205
Relation Edit Distance Metrics:
	Overall Average:  0.3390
		4-Hop:  0.5027
		2-Hop:  0.2789
		3-Hop:  0.3351

Score for iteration 10800
Answer Metrics
	Hits@1:  0.8927
	Hits@3:  0.9469
	Hits@5:  0.9580
	Hits@10:  0.9746
	Hits@20:  0.9845
	MRR:  0.9232
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9514
		MRR:  0.9612
	2-Hop
		Hits@1:  0.8709
		MRR:  0.9139
	3-Hop
		Hits@1:  0.8918
		MRR:  0.9124
Valid Action Count at Each Step
	Overall Average: 65.6108
		Step 1: 19.4834
		Step 2: 65.6554
		Step 3: 89.9431
		Step 4: 87.3611
Entropy Metrics
	Question Entropy:  0.0294
	Path Entropy:  0.1175
		Step 1:  0.0153
		Step 2:  0.0200
		Step 3:  0.0174
		Step 4:  0.0648
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3512
	Restart Rate:  0.0000
	No-Op Rate:  0.3512
	Cycle Rate:  0.0484
	Backtrack Rate:  0.0000
	Unique Edges:  2.5365
	Redundancy:  0.0147
	Avg Segment Hops:  2.5951
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8894
	Precision:  0.0619
	F1 Score:  0.0999
Relation-Set Overlap Metrics
	Recall:  0.7207
	Precision:  0.7509
	F1 Score:  0.7244
Relation Edit Distance Metrics:
	Overall Average:  0.3340
		4-Hop:  0.4784
		2-Hop:  0.2799
		3-Hop:  0.3326

Score for iteration 10900
Answer Metrics
	Hits@1:  0.8628
	Hits@3:  0.9314
	Hits@5:  0.9502
	Hits@10:  0.9690
	Hits@20:  0.9790
	MRR:  0.9010
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9507
	2-Hop
		Hits@1:  0.8566
		MRR:  0.8968
	3-Hop
		Hits@1:  0.8225
		MRR:  0.8701
Valid Action Count at Each Step
	Overall Average: 65.4006
		Step 1: 19.4834
		Step 2: 68.1051
		Step 3: 89.1015
		Step 4: 84.9122
Entropy Metrics
	Question Entropy:  0.0325
	Path Entropy:  0.1300
		Step 1:  0.0124
		Step 2:  0.0220
		Step 3:  0.0283
		Step 4:  0.0673
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3606
	Restart Rate:  0.0000
	No-Op Rate:  0.3606
	Cycle Rate:  0.0402
	Backtrack Rate:  0.0000
	Unique Edges:  2.5144
	Redundancy:  0.0109
	Avg Segment Hops:  2.5575
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8816
	Precision:  0.0659
	F1 Score:  0.1031
Relation-Set Overlap Metrics
	Recall:  0.7094
	Precision:  0.7412
	F1 Score:  0.7137
Relation Edit Distance Metrics:
	Overall Average:  0.3440
		4-Hop:  0.5000
		2-Hop:  0.2871
		3-Hop:  0.3395

Score for iteration 11000
Answer Metrics
	Hits@1:  0.8717
	Hits@3:  0.9458
	Hits@5:  0.9569
	Hits@10:  0.9712
	Hits@20:  0.9790
	MRR:  0.9113
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9318
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9105
	3-Hop
		Hits@1:  0.8571
		MRR:  0.8966
Valid Action Count at Each Step
	Overall Average: 58.9831
		Step 1: 19.4834
		Step 2: 58.3949
		Step 3: 81.9984
		Step 4: 76.0559
Entropy Metrics
	Question Entropy:  0.0289
	Path Entropy:  0.1154
		Step 1:  0.0120
		Step 2:  0.0248
		Step 3:  0.0213
		Step 4:  0.0573
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3614
	Restart Rate:  0.0000
	No-Op Rate:  0.3614
	Cycle Rate:  0.0454
	Backtrack Rate:  0.0000
	Unique Edges:  2.5088
	Redundancy:  0.0115
	Avg Segment Hops:  2.5542
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9085
	Precision:  0.0628
	F1 Score:  0.1018
Relation-Set Overlap Metrics
	Recall:  0.7294
	Precision:  0.7727
	F1 Score:  0.7396
Relation Edit Distance Metrics:
	Overall Average:  0.3146
		4-Hop:  0.4351
		2-Hop:  0.2734
		3-Hop:  0.3052

Score for iteration 11100
Answer Metrics
	Hits@1:  0.8861
	Hits@3:  0.9436
	Hits@5:  0.9624
	Hits@10:  0.9746
	Hits@20:  0.9823
	MRR:  0.9184
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9417
	2-Hop
		Hits@1:  0.8770
		MRR:  0.9131
	3-Hop
		Hits@1:  0.8831
		MRR:  0.9111
Valid Action Count at Each Step
	Overall Average: 61.3975
		Step 1: 19.4834
		Step 2: 67.8724
		Step 3: 80.7479
		Step 4: 77.4862
Entropy Metrics
	Question Entropy:  0.0291
	Path Entropy:  0.1165
		Step 1:  0.0171
		Step 2:  0.0264
		Step 3:  0.0166
		Step 4:  0.0564
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3487
	Restart Rate:  0.0000
	No-Op Rate:  0.3487
	Cycle Rate:  0.0533
	Backtrack Rate:  0.0000
	Unique Edges:  2.5509
	Redundancy:  0.0136
	Avg Segment Hops:  2.6051
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8871
	Precision:  0.0645
	F1 Score:  0.1024
Relation-Set Overlap Metrics
	Recall:  0.7184
	Precision:  0.7465
	F1 Score:  0.7208
Relation Edit Distance Metrics:
	Overall Average:  0.3395
		4-Hop:  0.4662
		2-Hop:  0.2862
		3-Hop:  0.3506

Score for iteration 11200
Answer Metrics
	Hits@1:  0.8783
	Hits@3:  0.9381
	Hits@5:  0.9469
	Hits@10:  0.9635
	Hits@20:  0.9790
	MRR:  0.9109
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9459
		MRR:  0.9562
	2-Hop
		Hits@1:  0.8627
		MRR:  0.9015
	3-Hop
		Hits@1:  0.8571
		MRR:  0.8946
Valid Action Count at Each Step
	Overall Average: 67.7404
		Step 1: 19.4834
		Step 2: 69.1329
		Step 3: 90.3076
		Step 4: 92.0377
Entropy Metrics
	Question Entropy:  0.0286
	Path Entropy:  0.1143
		Step 1:  0.0097
		Step 2:  0.0283
		Step 3:  0.0155
		Step 4:  0.0608
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3261
	Restart Rate:  0.0000
	No-Op Rate:  0.3261
	Cycle Rate:  0.0691
	Backtrack Rate:  0.0000
	Unique Edges:  2.6040
	Redundancy:  0.0231
	Avg Segment Hops:  2.6958
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8846
	Precision:  0.0643
	F1 Score:  0.0984
Relation-Set Overlap Metrics
	Recall:  0.7175
	Precision:  0.7382
	F1 Score:  0.7161
Relation Edit Distance Metrics:
	Overall Average:  0.3502
		4-Hop:  0.4568
		2-Hop:  0.3091
		3-Hop:  0.3517

Score for iteration 11300
Answer Metrics
	Hits@1:  0.8717
	Hits@3:  0.9325
	Hits@5:  0.9458
	Hits@10:  0.9679
	Hits@20:  0.9801
	MRR:  0.9068
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9351
		MRR:  0.9522
	2-Hop
		Hits@1:  0.8627
		MRR:  0.9000
	3-Hop
		Hits@1:  0.8398
		MRR:  0.8847
Valid Action Count at Each Step
	Overall Average: 72.8653
		Step 1: 19.4834
		Step 2: 70.9567
		Step 3: 97.3861
		Step 4: 103.6350
Entropy Metrics
	Question Entropy:  0.0237
	Path Entropy:  0.0946
		Step 1:  0.0102
		Step 2:  0.0172
		Step 3:  0.0130
		Step 4:  0.0542
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3736
	Restart Rate:  0.0000
	No-Op Rate:  0.3736
	Cycle Rate:  0.0485
	Backtrack Rate:  0.0000
	Unique Edges:  2.4491
	Redundancy:  0.0141
	Avg Segment Hops:  2.5055
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8605
	Precision:  0.0598
	F1 Score:  0.0912
Relation-Set Overlap Metrics
	Recall:  0.7007
	Precision:  0.7513
	F1 Score:  0.7137
Relation Edit Distance Metrics:
	Overall Average:  0.3420
		4-Hop:  0.5027
		2-Hop:  0.2700
		3-Hop:  0.3654

Score for iteration 11400
Answer Metrics
	Hits@1:  0.8750
	Hits@3:  0.9358
	Hits@5:  0.9513
	Hits@10:  0.9668
	Hits@20:  0.9757
	MRR:  0.9096
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9351
		MRR:  0.9543
	2-Hop
		Hits@1:  0.8668
		MRR:  0.9022
	3-Hop
		Hits@1:  0.8442
		MRR:  0.8894
Valid Action Count at Each Step
	Overall Average: 73.7625
		Step 1: 19.4834
		Step 2: 76.5653
		Step 3: 100.6925
		Step 4: 98.3088
Entropy Metrics
	Question Entropy:  0.0250
	Path Entropy:  0.0999
		Step 1:  0.0113
		Step 2:  0.0170
		Step 3:  0.0155
		Step 4:  0.0562
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3686
	Restart Rate:  0.0000
	No-Op Rate:  0.3686
	Cycle Rate:  0.0525
	Backtrack Rate:  0.0000
	Unique Edges:  2.4723
	Redundancy:  0.0134
	Avg Segment Hops:  2.5254
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8377
	Precision:  0.0601
	F1 Score:  0.0929
Relation-Set Overlap Metrics
	Recall:  0.6924
	Precision:  0.7357
	F1 Score:  0.7031
Relation Edit Distance Metrics:
	Overall Average:  0.3533
		4-Hop:  0.5189
		2-Hop:  0.2770
		3-Hop:  0.3820

Score for iteration 11500
Answer Metrics
	Hits@1:  0.8706
	Hits@3:  0.9336
	Hits@5:  0.9524
	Hits@10:  0.9735
	Hits@20:  0.9823
	MRR:  0.9085
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9407
	2-Hop
		Hits@1:  0.8525
		MRR:  0.8985
	3-Hop
		Hits@1:  0.8745
		MRR:  0.9039
Valid Action Count at Each Step
	Overall Average: 71.2660
		Step 1: 19.4834
		Step 2: 76.2520
		Step 3: 93.4579
		Step 4: 95.8707
Entropy Metrics
	Question Entropy:  0.0216
	Path Entropy:  0.0865
		Step 1:  0.0078
		Step 2:  0.0228
		Step 3:  0.0086
		Step 4:  0.0474
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3581
	Restart Rate:  0.0000
	No-Op Rate:  0.3581
	Cycle Rate:  0.0643
	Backtrack Rate:  0.0000
	Unique Edges:  2.4867
	Redundancy:  0.0204
	Avg Segment Hops:  2.5675
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8337
	Precision:  0.0639
	F1 Score:  0.0944
Relation-Set Overlap Metrics
	Recall:  0.6924
	Precision:  0.7366
	F1 Score:  0.7036
Relation Edit Distance Metrics:
	Overall Average:  0.3541
		4-Hop:  0.5135
		2-Hop:  0.2918
		3-Hop:  0.3579

Score for iteration 11600
Answer Metrics
	Hits@1:  0.8706
	Hits@3:  0.9358
	Hits@5:  0.9569
	Hits@10:  0.9712
	Hits@20:  0.9812
	MRR:  0.9078
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9534
	2-Hop
		Hits@1:  0.8545
		MRR:  0.8975
	3-Hop
		Hits@1:  0.8571
		MRR:  0.8929
Valid Action Count at Each Step
	Overall Average: 56.9639
		Step 1: 19.4834
		Step 2: 55.0710
		Step 3: 78.0430
		Step 4: 75.2583
Entropy Metrics
	Question Entropy:  0.0318
	Path Entropy:  0.1271
		Step 1:  0.0119
		Step 2:  0.0276
		Step 3:  0.0218
		Step 4:  0.0657
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3579
	Restart Rate:  0.0000
	No-Op Rate:  0.3579
	Cycle Rate:  0.0361
	Backtrack Rate:  0.0000
	Unique Edges:  2.5310
	Redundancy:  0.0094
	Avg Segment Hops:  2.5686
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8809
	Precision:  0.0568
	F1 Score:  0.0919
Relation-Set Overlap Metrics
	Recall:  0.7200
	Precision:  0.7551
	F1 Score:  0.7273
Relation Edit Distance Metrics:
	Overall Average:  0.3246
		4-Hop:  0.4676
		2-Hop:  0.2756
		3-Hop:  0.3135

Score for iteration 11700
Answer Metrics
	Hits@1:  0.8673
	Hits@3:  0.9325
	Hits@5:  0.9502
	Hits@10:  0.9690
	Hits@20:  0.9779
	MRR:  0.9033
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9528
	2-Hop
		Hits@1:  0.8443
		MRR:  0.8880
	3-Hop
		Hits@1:  0.8658
		MRR:  0.8961
Valid Action Count at Each Step
	Overall Average: 66.6388
		Step 1: 19.4834
		Step 2: 71.0243
		Step 3: 91.8469
		Step 4: 84.2007
Entropy Metrics
	Question Entropy:  0.0242
	Path Entropy:  0.0968
		Step 1:  0.0062
		Step 2:  0.0235
		Step 3:  0.0103
		Step 4:  0.0568
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3515
	Restart Rate:  0.0000
	No-Op Rate:  0.3515
	Cycle Rate:  0.0497
	Backtrack Rate:  0.0000
	Unique Edges:  2.5575
	Redundancy:  0.0094
	Avg Segment Hops:  2.5940
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8235
	Precision:  0.0564
	F1 Score:  0.0875
Relation-Set Overlap Metrics
	Recall:  0.7014
	Precision:  0.7304
	F1 Score:  0.7052
Relation Edit Distance Metrics:
	Overall Average:  0.3468
		4-Hop:  0.4973
		2-Hop:  0.2983
		3-Hop:  0.3286

Score for iteration 11800
Answer Metrics
	Hits@1:  0.7788
	Hits@3:  0.8673
	Hits@5:  0.9115
	Hits@10:  0.9425
	Hits@20:  0.9591
	MRR:  0.8354
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.6324
		MRR:  0.7141
	2-Hop
		Hits@1:  0.8299
		MRR:  0.8799
	3-Hop
		Hits@1:  0.7879
		MRR:  0.8385
Valid Action Count at Each Step
	Overall Average: 61.4819
		Step 1: 19.4834
		Step 2: 68.1269
		Step 3: 82.6823
		Step 4: 75.6349
Entropy Metrics
	Question Entropy:  0.0268
	Path Entropy:  0.1071
		Step 1:  0.0078
		Step 2:  0.0220
		Step 3:  0.0191
		Step 4:  0.0582
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3039
	Restart Rate:  0.0000
	No-Op Rate:  0.3039
	Cycle Rate:  0.0582
	Backtrack Rate:  0.0000
	Unique Edges:  2.7500
	Redundancy:  0.0088
	Avg Segment Hops:  2.7843
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8468
	Precision:  0.0578
	F1 Score:  0.0893
Relation-Set Overlap Metrics
	Recall:  0.7050
	Precision:  0.7094
	F1 Score:  0.6973
Relation Edit Distance Metrics:
	Overall Average:  0.3739
		4-Hop:  0.5405
		2-Hop:  0.3304
		3-Hop:  0.3323

Score for iteration 11900
Answer Metrics
	Hits@1:  0.8706
	Hits@3:  0.9347
	Hits@5:  0.9502
	Hits@10:  0.9635
	Hits@20:  0.9790
	MRR:  0.9066
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9459
		MRR:  0.9593
	2-Hop
		Hits@1:  0.8361
		MRR:  0.8849
	3-Hop
		Hits@1:  0.8831
		MRR:  0.9104
Valid Action Count at Each Step
	Overall Average: 65.4601
		Step 1: 19.4834
		Step 2: 79.5260
		Step 3: 79.5946
		Step 4: 83.2365
Entropy Metrics
	Question Entropy:  0.0267
	Path Entropy:  0.1067
		Step 1:  0.0154
		Step 2:  0.0181
		Step 3:  0.0136
		Step 4:  0.0596
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3852
	Restart Rate:  0.0000
	No-Op Rate:  0.3852
	Cycle Rate:  0.0409
	Backtrack Rate:  0.0000
	Unique Edges:  2.4336
	Redundancy:  0.0065
	Avg Segment Hops:  2.4591
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8548
	Precision:  0.0631
	F1 Score:  0.0963
Relation-Set Overlap Metrics
	Recall:  0.6883
	Precision:  0.7445
	F1 Score:  0.7036
Relation Edit Distance Metrics:
	Overall Average:  0.3507
		4-Hop:  0.4946
		2-Hop:  0.2923
		3-Hop:  0.3586

Score for iteration 12000
Answer Metrics
	Hits@1:  0.8750
	Hits@3:  0.9347
	Hits@5:  0.9591
	Hits@10:  0.9679
	Hits@20:  0.9801
	MRR:  0.9109
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9303
	2-Hop
		Hits@1:  0.8730
		MRR:  0.9112
	3-Hop
		Hits@1:  0.8615
		MRR:  0.8946
Valid Action Count at Each Step
	Overall Average: 69.9303
		Step 1: 19.4834
		Step 2: 79.3975
		Step 3: 89.7112
		Step 4: 91.1293
Entropy Metrics
	Question Entropy:  0.0246
	Path Entropy:  0.0985
		Step 1:  0.0142
		Step 2:  0.0186
		Step 3:  0.0167
		Step 4:  0.0490
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4060
	Restart Rate:  0.0000
	No-Op Rate:  0.4060
	Cycle Rate:  0.0281
	Backtrack Rate:  0.0000
	Unique Edges:  2.3540
	Redundancy:  0.0057
	Avg Segment Hops:  2.3761
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8199
	Precision:  0.0557
	F1 Score:  0.0898
Relation-Set Overlap Metrics
	Recall:  0.6833
	Precision:  0.7423
	F1 Score:  0.7006
Relation Edit Distance Metrics:
	Overall Average:  0.3486
		4-Hop:  0.5743
		2-Hop:  0.2587
		3-Hop:  0.3579

Score for iteration 12100
Answer Metrics
	Hits@1:  0.8850
	Hits@3:  0.9392
	Hits@5:  0.9546
	Hits@10:  0.9646
	Hits@20:  0.9790
	MRR:  0.9152
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9413
	2-Hop
		Hits@1:  0.8791
		MRR:  0.9122
	3-Hop
		Hits@1:  0.8745
		MRR:  0.9006
Valid Action Count at Each Step
	Overall Average: 66.4254
		Step 1: 19.4834
		Step 2: 74.6677
		Step 3: 82.7973
		Step 4: 88.7533
Entropy Metrics
	Question Entropy:  0.0297
	Path Entropy:  0.1189
		Step 1:  0.0155
		Step 2:  0.0219
		Step 3:  0.0165
		Step 4:  0.0650
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3980
	Restart Rate:  0.0000
	No-Op Rate:  0.3980
	Cycle Rate:  0.0296
	Backtrack Rate:  0.0000
	Unique Edges:  2.3905
	Redundancy:  0.0044
	Avg Segment Hops:  2.4082
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8387
	Precision:  0.0580
	F1 Score:  0.0900
Relation-Set Overlap Metrics
	Recall:  0.7016
	Precision:  0.7562
	F1 Score:  0.7173
Relation Edit Distance Metrics:
	Overall Average:  0.3304
		4-Hop:  0.5419
		2-Hop:  0.2413
		3-Hop:  0.3492

Score for iteration 12200
Answer Metrics
	Hits@1:  0.8739
	Hits@3:  0.9336
	Hits@5:  0.9480
	Hits@10:  0.9657
	Hits@20:  0.9735
	MRR:  0.9089
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9351
		MRR:  0.9524
	2-Hop
		Hits@1:  0.8607
		MRR:  0.8999
	3-Hop
		Hits@1:  0.8528
		MRR:  0.8930
Valid Action Count at Each Step
	Overall Average: 62.7695
		Step 1: 19.4834
		Step 2: 76.2955
		Step 3: 75.2785
		Step 4: 80.0208
Entropy Metrics
	Question Entropy:  0.0254
	Path Entropy:  0.1018
		Step 1:  0.0134
		Step 2:  0.0207
		Step 3:  0.0131
		Step 4:  0.0546
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4121
	Restart Rate:  0.0000
	No-Op Rate:  0.4121
	Cycle Rate:  0.0282
	Backtrack Rate:  0.0000
	Unique Edges:  2.3396
	Redundancy:  0.0032
	Avg Segment Hops:  2.3518
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8303
	Precision:  0.0559
	F1 Score:  0.0891
Relation-Set Overlap Metrics
	Recall:  0.6829
	Precision:  0.7493
	F1 Score:  0.7032
Relation Edit Distance Metrics:
	Overall Average:  0.3455
		4-Hop:  0.5635
		2-Hop:  0.2548
		3-Hop:  0.3626

Score for iteration 12300
Answer Metrics
	Hits@1:  0.8838
	Hits@3:  0.9436
	Hits@5:  0.9513
	Hits@10:  0.9679
	Hits@20:  0.9768
	MRR:  0.9157
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9459
		MRR:  0.9580
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9059
	3-Hop
		Hits@1:  0.8658
		MRR:  0.9025
Valid Action Count at Each Step
	Overall Average: 68.0058
		Step 1: 19.4834
		Step 2: 86.1207
		Step 3: 79.1520
		Step 4: 87.2670
Entropy Metrics
	Question Entropy:  0.0310
	Path Entropy:  0.1239
		Step 1:  0.0183
		Step 2:  0.0240
		Step 3:  0.0215
		Step 4:  0.0601
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3731
	Restart Rate:  0.0000
	No-Op Rate:  0.3731
	Cycle Rate:  0.0486
	Backtrack Rate:  0.0000
	Unique Edges:  2.4701
	Redundancy:  0.0094
	Avg Segment Hops:  2.5077
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8251
	Precision:  0.0712
	F1 Score:  0.1022
Relation-Set Overlap Metrics
	Recall:  0.6662
	Precision:  0.7046
	F1 Score:  0.6725
Relation Edit Distance Metrics:
	Overall Average:  0.3862
		4-Hop:  0.5730
		2-Hop:  0.3045
		3-Hop:  0.4095

Score for iteration 12400
Answer Metrics
	Hits@1:  0.8750
	Hits@3:  0.9347
	Hits@5:  0.9469
	Hits@10:  0.9657
	Hits@20:  0.9801
	MRR:  0.9089
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9445
	2-Hop
		Hits@1:  0.8627
		MRR:  0.9016
	3-Hop
		Hits@1:  0.8658
		MRR:  0.8957
Valid Action Count at Each Step
	Overall Average: 59.3580
		Step 1: 19.4834
		Step 2: 69.8078
		Step 3: 71.3888
		Step 4: 76.7520
Entropy Metrics
	Question Entropy:  0.0306
	Path Entropy:  0.1223
		Step 1:  0.0194
		Step 2:  0.0245
		Step 3:  0.0190
		Step 4:  0.0594
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4029
	Restart Rate:  0.0000
	No-Op Rate:  0.4029
	Cycle Rate:  0.0181
	Backtrack Rate:  0.0000
	Unique Edges:  2.3772
	Redundancy:  0.0028
	Avg Segment Hops:  2.3883
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8519
	Precision:  0.0603
	F1 Score:  0.0953
Relation-Set Overlap Metrics
	Recall:  0.7017
	Precision:  0.7651
	F1 Score:  0.7219
Relation Edit Distance Metrics:
	Overall Average:  0.3212
		4-Hop:  0.5176
		2-Hop:  0.2351
		3-Hop:  0.3456

Score for iteration 12500
Answer Metrics
	Hits@1:  0.8639
	Hits@3:  0.9381
	Hits@5:  0.9502
	Hits@10:  0.9602
	Hits@20:  0.9746
	MRR:  0.9039
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9353
	2-Hop
		Hits@1:  0.8607
		MRR:  0.9020
	3-Hop
		Hits@1:  0.8398
		MRR:  0.8827
Valid Action Count at Each Step
	Overall Average: 70.0724
		Step 1: 19.4834
		Step 2: 85.8943
		Step 3: 82.2403
		Step 4: 92.6718
Entropy Metrics
	Question Entropy:  0.0312
	Path Entropy:  0.1248
		Step 1:  0.0193
		Step 2:  0.0285
		Step 3:  0.0200
		Step 4:  0.0570
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3883
	Restart Rate:  0.0000
	No-Op Rate:  0.3883
	Cycle Rate:  0.0379
	Backtrack Rate:  0.0000
	Unique Edges:  2.4137
	Redundancy:  0.0084
	Avg Segment Hops:  2.4469
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8161
	Precision:  0.0715
	F1 Score:  0.1016
Relation-Set Overlap Metrics
	Recall:  0.6496
	Precision:  0.6911
	F1 Score:  0.6576
Relation Edit Distance Metrics:
	Overall Average:  0.3955
		4-Hop:  0.6014
		2-Hop:  0.2970
		3-Hop:  0.4387

Score for iteration 12600
Answer Metrics
	Hits@1:  0.8595
	Hits@3:  0.9347
	Hits@5:  0.9469
	Hits@10:  0.9613
	Hits@20:  0.9723
	MRR:  0.9008
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9290
	2-Hop
		Hits@1:  0.8525
		MRR:  0.8981
	3-Hop
		Hits@1:  0.8442
		MRR:  0.8839
Valid Action Count at Each Step
	Overall Average: 72.4961
		Step 1: 19.4834
		Step 2: 86.4453
		Step 3: 83.8663
		Step 4: 100.1894
Entropy Metrics
	Question Entropy:  0.0268
	Path Entropy:  0.1071
		Step 1:  0.0161
		Step 2:  0.0214
		Step 3:  0.0178
		Step 4:  0.0518
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3786
	Restart Rate:  0.0000
	No-Op Rate:  0.3786
	Cycle Rate:  0.0526
	Backtrack Rate:  0.0000
	Unique Edges:  2.4281
	Redundancy:  0.0147
	Avg Segment Hops:  2.4856
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8119
	Precision:  0.0704
	F1 Score:  0.0987
Relation-Set Overlap Metrics
	Recall:  0.6453
	Precision:  0.6858
	F1 Score:  0.6515
Relation Edit Distance Metrics:
	Overall Average:  0.4091
		4-Hop:  0.6149
		2-Hop:  0.3151
		3-Hop:  0.4430

Score for iteration 12700
Answer Metrics
	Hits@1:  0.8916
	Hits@3:  0.9425
	Hits@5:  0.9524
	Hits@10:  0.9591
	Hits@20:  0.9723
	MRR:  0.9183
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9459
		MRR:  0.9569
	2-Hop
		Hits@1:  0.8709
		MRR:  0.9044
	3-Hop
		Hits@1:  0.8918
		MRR:  0.9167
Valid Action Count at Each Step
	Overall Average: 71.2811
		Step 1: 19.4834
		Step 2: 87.8427
		Step 3: 76.8907
		Step 4: 100.9078
Entropy Metrics
	Question Entropy:  0.0274
	Path Entropy:  0.1095
		Step 1:  0.0129
		Step 2:  0.0335
		Step 3:  0.0185
		Step 4:  0.0446
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3382
	Restart Rate:  0.0000
	No-Op Rate:  0.3382
	Cycle Rate:  0.0582
	Backtrack Rate:  0.0000
	Unique Edges:  2.6051
	Redundancy:  0.0105
	Avg Segment Hops:  2.6471
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8177
	Precision:  0.0823
	F1 Score:  0.1075
Relation-Set Overlap Metrics
	Recall:  0.6713
	Precision:  0.6849
	F1 Score:  0.6640
Relation Edit Distance Metrics:
	Overall Average:  0.3995
		4-Hop:  0.6000
		2-Hop:  0.3091
		3-Hop:  0.4300

Score for iteration 12800
Answer Metrics
	Hits@1:  0.8794
	Hits@3:  0.9414
	Hits@5:  0.9535
	Hits@10:  0.9701
	Hits@20:  0.9790
	MRR:  0.9130
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9371
	2-Hop
		Hits@1:  0.8648
		MRR:  0.9028
	3-Hop
		Hits@1:  0.8918
		MRR:  0.9150
Valid Action Count at Each Step
	Overall Average: 66.4447
		Step 1: 19.4834
		Step 2: 78.9432
		Step 3: 74.4059
		Step 4: 92.9461
Entropy Metrics
	Question Entropy:  0.0235
	Path Entropy:  0.0939
		Step 1:  0.0120
		Step 2:  0.0204
		Step 3:  0.0146
		Step 4:  0.0469
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3872
	Restart Rate:  0.0000
	No-Op Rate:  0.3872
	Cycle Rate:  0.0369
	Backtrack Rate:  0.0000
	Unique Edges:  2.4226
	Redundancy:  0.0074
	Avg Segment Hops:  2.4513
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8212
	Precision:  0.0752
	F1 Score:  0.1012
Relation-Set Overlap Metrics
	Recall:  0.6804
	Precision:  0.7299
	F1 Score:  0.6919
Relation Edit Distance Metrics:
	Overall Average:  0.3612
		4-Hop:  0.5730
		2-Hop:  0.2749
		3-Hop:  0.3737

Score for iteration 12900
Answer Metrics
	Hits@1:  0.8883
	Hits@3:  0.9369
	Hits@5:  0.9613
	Hits@10:  0.9723
	Hits@20:  0.9812
	MRR:  0.9189
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9341
	2-Hop
		Hits@1:  0.8832
		MRR:  0.9165
	3-Hop
		Hits@1:  0.8918
		MRR:  0.9118
Valid Action Count at Each Step
	Overall Average: 64.9890
		Step 1: 19.4834
		Step 2: 72.3972
		Step 3: 78.4632
		Step 4: 89.6124
Entropy Metrics
	Question Entropy:  0.0233
	Path Entropy:  0.0931
		Step 1:  0.0121
		Step 2:  0.0205
		Step 3:  0.0222
		Step 4:  0.0383
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3761
	Restart Rate:  0.0000
	No-Op Rate:  0.3761
	Cycle Rate:  0.0281
	Backtrack Rate:  0.0000
	Unique Edges:  2.4757
	Redundancy:  0.0063
	Avg Segment Hops:  2.4956
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8247
	Precision:  0.0767
	F1 Score:  0.1038
Relation-Set Overlap Metrics
	Recall:  0.7036
	Precision:  0.7453
	F1 Score:  0.7126
Relation Edit Distance Metrics:
	Overall Average:  0.3386
		4-Hop:  0.5297
		2-Hop:  0.2613
		3-Hop:  0.3488

Score for iteration 13000
Answer Metrics
	Hits@1:  0.8728
	Hits@3:  0.9270
	Hits@5:  0.9491
	Hits@10:  0.9701
	Hits@20:  0.9845
	MRR:  0.9059
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9393
	2-Hop
		Hits@1:  0.8627
		MRR:  0.9004
	3-Hop
		Hits@1:  0.8615
		MRR:  0.8908
Valid Action Count at Each Step
	Overall Average: 66.4127
		Step 1: 19.4834
		Step 2: 67.9201
		Step 3: 88.4346
		Step 4: 89.8126
Entropy Metrics
	Question Entropy:  0.0273
	Path Entropy:  0.1091
		Step 1:  0.0159
		Step 2:  0.0242
		Step 3:  0.0161
		Step 4:  0.0529
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3739
	Restart Rate:  0.0000
	No-Op Rate:  0.3739
	Cycle Rate:  0.0321
	Backtrack Rate:  0.0000
	Unique Edges:  2.4834
	Redundancy:  0.0053
	Avg Segment Hops:  2.5044
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8323
	Precision:  0.0602
	F1 Score:  0.0935
Relation-Set Overlap Metrics
	Recall:  0.7050
	Precision:  0.7475
	F1 Score:  0.7140
Relation Edit Distance Metrics:
	Overall Average:  0.3378
		4-Hop:  0.5095
		2-Hop:  0.2722
		3-Hop:  0.3387

Score for iteration 13100
Answer Metrics
	Hits@1:  0.8761
	Hits@3:  0.9281
	Hits@5:  0.9524
	Hits@10:  0.9712
	Hits@20:  0.9823
	MRR:  0.9086
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9430
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9067
	3-Hop
		Hits@1:  0.8571
		MRR:  0.8852
Valid Action Count at Each Step
	Overall Average: 63.8291
		Step 1: 19.4834
		Step 2: 72.4425
		Step 3: 79.0525
		Step 4: 84.3380
Entropy Metrics
	Question Entropy:  0.0265
	Path Entropy:  0.1058
		Step 1:  0.0137
		Step 2:  0.0290
		Step 3:  0.0175
		Step 4:  0.0457
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3706
	Restart Rate:  0.0000
	No-Op Rate:  0.3706
	Cycle Rate:  0.0305
	Backtrack Rate:  0.0000
	Unique Edges:  2.4900
	Redundancy:  0.0070
	Avg Segment Hops:  2.5177
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8258
	Precision:  0.0662
	F1 Score:  0.0970
Relation-Set Overlap Metrics
	Recall:  0.7079
	Precision:  0.7495
	F1 Score:  0.7179
Relation Edit Distance Metrics:
	Overall Average:  0.3308
		4-Hop:  0.5014
		2-Hop:  0.2582
		3-Hop:  0.3474

Score for iteration 13200
Answer Metrics
	Hits@1:  0.8816
	Hits@3:  0.9325
	Hits@5:  0.9502
	Hits@10:  0.9679
	Hits@20:  0.9735
	MRR:  0.9126
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9351
		MRR:  0.9563
	2-Hop
		Hits@1:  0.8750
		MRR:  0.9101
	3-Hop
		Hits@1:  0.8528
		MRR:  0.8831
Valid Action Count at Each Step
	Overall Average: 76.9061
		Step 1: 19.4834
		Step 2: 79.4927
		Step 3: 99.9772
		Step 4: 108.6710
Entropy Metrics
	Question Entropy:  0.0236
	Path Entropy:  0.0945
		Step 1:  0.0127
		Step 2:  0.0229
		Step 3:  0.0207
		Step 4:  0.0382
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3861
	Restart Rate:  0.0000
	No-Op Rate:  0.3861
	Cycle Rate:  0.0421
	Backtrack Rate:  0.0000
	Unique Edges:  2.4060
	Redundancy:  0.0125
	Avg Segment Hops:  2.4558
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8139
	Precision:  0.0540
	F1 Score:  0.0893
Relation-Set Overlap Metrics
	Recall:  0.6683
	Precision:  0.7142
	F1 Score:  0.6781
Relation Edit Distance Metrics:
	Overall Average:  0.3772
		4-Hop:  0.5649
		2-Hop:  0.2848
		3-Hop:  0.4221

Score for iteration 13300
Answer Metrics
	Hits@1:  0.8783
	Hits@3:  0.9436
	Hits@5:  0.9591
	Hits@10:  0.9701
	Hits@20:  0.9823
	MRR:  0.9138
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9405
		MRR:  0.9621
	2-Hop
		Hits@1:  0.8586
		MRR:  0.9025
	3-Hop
		Hits@1:  0.8701
		MRR:  0.8989
Valid Action Count at Each Step
	Overall Average: 66.0016
		Step 1: 19.4834
		Step 2: 71.7225
		Step 3: 83.0851
		Step 4: 89.7156
Entropy Metrics
	Question Entropy:  0.0251
	Path Entropy:  0.1002
		Step 1:  0.0132
		Step 2:  0.0201
		Step 3:  0.0197
		Step 4:  0.0472
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3960
	Restart Rate:  0.0000
	No-Op Rate:  0.3960
	Cycle Rate:  0.0260
	Backtrack Rate:  0.0000
	Unique Edges:  2.3905
	Redundancy:  0.0075
	Avg Segment Hops:  2.4159
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8361
	Precision:  0.0633
	F1 Score:  0.0972
Relation-Set Overlap Metrics
	Recall:  0.6910
	Precision:  0.7479
	F1 Score:  0.7070
Relation Edit Distance Metrics:
	Overall Average:  0.3401
		4-Hop:  0.5365
		2-Hop:  0.2558
		3-Hop:  0.3608

Score for iteration 13400
Answer Metrics
	Hits@1:  0.8883
	Hits@3:  0.9392
	Hits@5:  0.9602
	Hits@10:  0.9712
	Hits@20:  0.9834
	MRR:  0.9185
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9549
	2-Hop
		Hits@1:  0.8811
		MRR:  0.9135
	3-Hop
		Hits@1:  0.8701
		MRR:  0.9000
Valid Action Count at Each Step
	Overall Average: 62.4663
		Step 1: 19.4834
		Step 2: 67.7149
		Step 3: 74.0310
		Step 4: 88.6358
Entropy Metrics
	Question Entropy:  0.0241
	Path Entropy:  0.0963
		Step 1:  0.0133
		Step 2:  0.0259
		Step 3:  0.0142
		Step 4:  0.0429
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3670
	Restart Rate:  0.0000
	No-Op Rate:  0.3670
	Cycle Rate:  0.0370
	Backtrack Rate:  0.0000
	Unique Edges:  2.5044
	Redundancy:  0.0070
	Avg Segment Hops:  2.5321
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8462
	Precision:  0.0662
	F1 Score:  0.0955
Relation-Set Overlap Metrics
	Recall:  0.7000
	Precision:  0.7481
	F1 Score:  0.7135
Relation Edit Distance Metrics:
	Overall Average:  0.3420
		4-Hop:  0.4743
		2-Hop:  0.2877
		3-Hop:  0.3506

Score for iteration 13500
Answer Metrics
	Hits@1:  0.8473
	Hits@3:  0.9181
	Hits@5:  0.9436
	Hits@10:  0.9679
	Hits@20:  0.9812
	MRR:  0.8901
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8811
		MRR:  0.9118
	2-Hop
		Hits@1:  0.8484
		MRR:  0.8899
	3-Hop
		Hits@1:  0.8182
		MRR:  0.8730
Valid Action Count at Each Step
	Overall Average: 55.5294
		Step 1: 19.4834
		Step 2: 60.5583
		Step 3: 68.7075
		Step 4: 73.3683
Entropy Metrics
	Question Entropy:  0.0288
	Path Entropy:  0.1154
		Step 1:  0.0079
		Step 2:  0.0318
		Step 3:  0.0221
		Step 4:  0.0536
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3924
	Restart Rate:  0.0000
	No-Op Rate:  0.3924
	Cycle Rate:  0.0186
	Backtrack Rate:  0.0000
	Unique Edges:  2.4204
	Redundancy:  0.0026
	Avg Segment Hops:  2.4303
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8820
	Precision:  0.0565
	F1 Score:  0.0907
Relation-Set Overlap Metrics
	Recall:  0.7020
	Precision:  0.7621
	F1 Score:  0.7216
Relation Edit Distance Metrics:
	Overall Average:  0.3235
		4-Hop:  0.4527
		2-Hop:  0.2725
		3-Hop:  0.3276

Score for iteration 13600
Answer Metrics
	Hits@1:  0.8949
	Hits@3:  0.9469
	Hits@5:  0.9668
	Hits@10:  0.9790
	Hits@20:  0.9834
	MRR:  0.9249
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9297
		MRR:  0.9522
	2-Hop
		Hits@1:  0.8893
		MRR:  0.9212
	3-Hop
		Hits@1:  0.8788
		MRR:  0.9109
Valid Action Count at Each Step
	Overall Average: 66.8797
		Step 1: 19.4834
		Step 2: 68.5473
		Step 3: 83.9853
		Step 4: 95.5028
Entropy Metrics
	Question Entropy:  0.0213
	Path Entropy:  0.0851
		Step 1:  0.0079
		Step 2:  0.0158
		Step 3:  0.0140
		Step 4:  0.0474
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3498
	Restart Rate:  0.0000
	No-Op Rate:  0.3498
	Cycle Rate:  0.0452
	Backtrack Rate:  0.0000
	Unique Edges:  2.5542
	Redundancy:  0.0118
	Avg Segment Hops:  2.6007
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8541
	Precision:  0.0702
	F1 Score:  0.0985
Relation-Set Overlap Metrics
	Recall:  0.7218
	Precision:  0.7570
	F1 Score:  0.7286
Relation Edit Distance Metrics:
	Overall Average:  0.3280
		4-Hop:  0.4676
		2-Hop:  0.2850
		3-Hop:  0.3070

Score for iteration 13700
Answer Metrics
	Hits@1:  0.8673
	Hits@3:  0.9381
	Hits@5:  0.9502
	Hits@10:  0.9690
	Hits@20:  0.9790
	MRR:  0.9070
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9450
	2-Hop
		Hits@1:  0.8545
		MRR:  0.9030
	3-Hop
		Hits@1:  0.8485
		MRR:  0.8851
Valid Action Count at Each Step
	Overall Average: 76.0612
		Step 1: 19.4834
		Step 2: 85.9199
		Step 3: 91.0798
		Step 4: 107.7616
Entropy Metrics
	Question Entropy:  0.0219
	Path Entropy:  0.0875
		Step 1:  0.0155
		Step 2:  0.0206
		Step 3:  0.0155
		Step 4:  0.0358
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3913
	Restart Rate:  0.0000
	No-Op Rate:  0.3913
	Cycle Rate:  0.0560
	Backtrack Rate:  0.0000
	Unique Edges:  2.3684
	Redundancy:  0.0178
	Avg Segment Hops:  2.4347
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8183
	Precision:  0.0708
	F1 Score:  0.0973
Relation-Set Overlap Metrics
	Recall:  0.6423
	Precision:  0.6954
	F1 Score:  0.6547
Relation Edit Distance Metrics:
	Overall Average:  0.4034
		4-Hop:  0.5973
		2-Hop:  0.3163
		3-Hop:  0.4322

Score for iteration 13800
Answer Metrics
	Hits@1:  0.8894
	Hits@3:  0.9491
	Hits@5:  0.9624
	Hits@10:  0.9712
	Hits@20:  0.9834
	MRR:  0.9229
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9405
		MRR:  0.9599
	2-Hop
		Hits@1:  0.8709
		MRR:  0.9122
	3-Hop
		Hits@1:  0.8874
		MRR:  0.9160
Valid Action Count at Each Step
	Overall Average: 67.3221
		Step 1: 19.4834
		Step 2: 73.7912
		Step 3: 82.6438
		Step 4: 93.3700
Entropy Metrics
	Question Entropy:  0.0214
	Path Entropy:  0.0856
		Step 1:  0.0168
		Step 2:  0.0134
		Step 3:  0.0168
		Step 4:  0.0386
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3816
	Restart Rate:  0.0000
	No-Op Rate:  0.3816
	Cycle Rate:  0.0350
	Backtrack Rate:  0.0000
	Unique Edges:  2.4336
	Redundancy:  0.0112
	Avg Segment Hops:  2.4735
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8339
	Precision:  0.0752
	F1 Score:  0.1040
Relation-Set Overlap Metrics
	Recall:  0.6925
	Precision:  0.7445
	F1 Score:  0.7067
Relation Edit Distance Metrics:
	Overall Average:  0.3430
		4-Hop:  0.5243
		2-Hop:  0.2727
		3-Hop:  0.3463

Score for iteration 13900
Answer Metrics
	Hits@1:  0.8540
	Hits@3:  0.9403
	Hits@5:  0.9558
	Hits@10:  0.9701
	Hits@20:  0.9834
	MRR:  0.9016
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9408
	2-Hop
		Hits@1:  0.8422
		MRR:  0.8956
	3-Hop
		Hits@1:  0.8355
		MRR:  0.8829
Valid Action Count at Each Step
	Overall Average: 65.8671
		Step 1: 19.4834
		Step 2: 71.5511
		Step 3: 81.1385
		Step 4: 91.2955
Entropy Metrics
	Question Entropy:  0.0214
	Path Entropy:  0.0858
		Step 1:  0.0163
		Step 2:  0.0201
		Step 3:  0.0161
		Step 4:  0.0333
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4082
	Restart Rate:  0.0000
	No-Op Rate:  0.4082
	Cycle Rate:  0.0325
	Backtrack Rate:  0.0000
	Unique Edges:  2.3308
	Redundancy:  0.0137
	Avg Segment Hops:  2.3673
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8319
	Precision:  0.0677
	F1 Score:  0.0991
Relation-Set Overlap Metrics
	Recall:  0.6672
	Precision:  0.7399
	F1 Score:  0.6894
Relation Edit Distance Metrics:
	Overall Average:  0.3628
		4-Hop:  0.5392
		2-Hop:  0.2848
		3-Hop:  0.3864

Score for iteration 14000
Answer Metrics
	Hits@1:  0.8783
	Hits@3:  0.9480
	Hits@5:  0.9580
	Hits@10:  0.9712
	Hits@20:  0.9823
	MRR:  0.9150
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9351
		MRR:  0.9511
	2-Hop
		Hits@1:  0.8750
		MRR:  0.9138
	3-Hop
		Hits@1:  0.8398
		MRR:  0.8886
Valid Action Count at Each Step
	Overall Average: 68.6317
		Step 1: 19.4834
		Step 2: 78.4348
		Step 3: 81.6468
		Step 4: 94.9619
Entropy Metrics
	Question Entropy:  0.0216
	Path Entropy:  0.0863
		Step 1:  0.0108
		Step 2:  0.0214
		Step 3:  0.0147
		Step 4:  0.0394
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3717
	Restart Rate:  0.0000
	No-Op Rate:  0.3717
	Cycle Rate:  0.0458
	Backtrack Rate:  0.0000
	Unique Edges:  2.4613
	Redundancy:  0.0130
	Avg Segment Hops:  2.5133
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8291
	Precision:  0.0720
	F1 Score:  0.1016
Relation-Set Overlap Metrics
	Recall:  0.6780
	Precision:  0.7292
	F1 Score:  0.6900
Relation Edit Distance Metrics:
	Overall Average:  0.3727
		4-Hop:  0.5378
		2-Hop:  0.2959
		3-Hop:  0.4026

Score for iteration 14100
Answer Metrics
	Hits@1:  0.8673
	Hits@3:  0.9358
	Hits@5:  0.9558
	Hits@10:  0.9701
	Hits@20:  0.9867
	MRR:  0.9054
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9351
		MRR:  0.9536
	2-Hop
		Hits@1:  0.8627
		MRR:  0.9049
	3-Hop
		Hits@1:  0.8225
		MRR:  0.8680
Valid Action Count at Each Step
	Overall Average: 71.3841
		Step 1: 19.4834
		Step 2: 78.0500
		Step 3: 88.3305
		Step 4: 99.6724
Entropy Metrics
	Question Entropy:  0.0220
	Path Entropy:  0.0879
		Step 1:  0.0123
		Step 2:  0.0228
		Step 3:  0.0151
		Step 4:  0.0377
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3518
	Restart Rate:  0.0000
	No-Op Rate:  0.3518
	Cycle Rate:  0.0523
	Backtrack Rate:  0.0000
	Unique Edges:  2.5343
	Redundancy:  0.0147
	Avg Segment Hops:  2.5929
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8370
	Precision:  0.0705
	F1 Score:  0.1018
Relation-Set Overlap Metrics
	Recall:  0.6819
	Precision:  0.7132
	F1 Score:  0.6849
Relation Edit Distance Metrics:
	Overall Average:  0.3768
		4-Hop:  0.5378
		2-Hop:  0.3033
		3-Hop:  0.4030

Score for iteration 14200
Answer Metrics
	Hits@1:  0.8462
	Hits@3:  0.9259
	Hits@5:  0.9458
	Hits@10:  0.9646
	Hits@20:  0.9834
	MRR:  0.8915
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8973
		MRR:  0.9248
	2-Hop
		Hits@1:  0.8279
		MRR:  0.8819
	3-Hop
		Hits@1:  0.8442
		MRR:  0.8853
Valid Action Count at Each Step
	Overall Average: 64.6922
		Step 1: 19.4834
		Step 2: 72.2721
		Step 3: 77.4032
		Step 4: 89.6099
Entropy Metrics
	Question Entropy:  0.0209
	Path Entropy:  0.0837
		Step 1:  0.0089
		Step 2:  0.0215
		Step 3:  0.0178
		Step 4:  0.0356
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4010
	Restart Rate:  0.0000
	No-Op Rate:  0.4010
	Cycle Rate:  0.0247
	Backtrack Rate:  0.0000
	Unique Edges:  2.3706
	Redundancy:  0.0086
	Avg Segment Hops:  2.3960
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8675
	Precision:  0.0733
	F1 Score:  0.1011
Relation-Set Overlap Metrics
	Recall:  0.6763
	Precision:  0.7553
	F1 Score:  0.7009
Relation Edit Distance Metrics:
	Overall Average:  0.3538
		4-Hop:  0.4797
		2-Hop:  0.2946
		3-Hop:  0.3781

Score for iteration 14300
Answer Metrics
	Hits@1:  0.8639
	Hits@3:  0.9403
	Hits@5:  0.9524
	Hits@10:  0.9668
	Hits@20:  0.9801
	MRR:  0.9042
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9243
		MRR:  0.9468
	2-Hop
		Hits@1:  0.8586
		MRR:  0.9004
	3-Hop
		Hits@1:  0.8268
		MRR:  0.8782
Valid Action Count at Each Step
	Overall Average: 66.6053
		Step 1: 19.4834
		Step 2: 78.4923
		Step 3: 80.0863
		Step 4: 88.3591
Entropy Metrics
	Question Entropy:  0.0239
	Path Entropy:  0.0954
		Step 1:  0.0120
		Step 2:  0.0282
		Step 3:  0.0186
		Step 4:  0.0366
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3468
	Restart Rate:  0.0000
	No-Op Rate:  0.3468
	Cycle Rate:  0.0470
	Backtrack Rate:  0.0000
	Unique Edges:  2.5841
	Redundancy:  0.0084
	Avg Segment Hops:  2.6128
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8876
	Precision:  0.0712
	F1 Score:  0.1020
Relation-Set Overlap Metrics
	Recall:  0.6952
	Precision:  0.7461
	F1 Score:  0.7086
Relation Edit Distance Metrics:
	Overall Average:  0.3614
		4-Hop:  0.4703
		2-Hop:  0.3154
		3-Hop:  0.3716

Score for iteration 14400
Answer Metrics
	Hits@1:  0.8584
	Hits@3:  0.9259
	Hits@5:  0.9403
	Hits@10:  0.9646
	Hits@20:  0.9768
	MRR:  0.8971
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9027
		MRR:  0.9336
	2-Hop
		Hits@1:  0.8402
		MRR:  0.8805
	3-Hop
		Hits@1:  0.8615
		MRR:  0.9030
Valid Action Count at Each Step
	Overall Average: 66.3619
		Step 1: 19.4834
		Step 2: 74.5313
		Step 3: 82.8121
		Step 4: 88.6210
Entropy Metrics
	Question Entropy:  0.0223
	Path Entropy:  0.0892
		Step 1:  0.0164
		Step 2:  0.0169
		Step 3:  0.0116
		Step 4:  0.0443
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3999
	Restart Rate:  0.0000
	No-Op Rate:  0.3999
	Cycle Rate:  0.0371
	Backtrack Rate:  0.0000
	Unique Edges:  2.3617
	Redundancy:  0.0099
	Avg Segment Hops:  2.4004
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8324
	Precision:  0.0677
	F1 Score:  0.0980
Relation-Set Overlap Metrics
	Recall:  0.6650
	Precision:  0.7360
	F1 Score:  0.6858
Relation Edit Distance Metrics:
	Overall Average:  0.3732
		4-Hop:  0.5203
		2-Hop:  0.3256
		3-Hop:  0.3557

Score for iteration 14500
Answer Metrics
	Hits@1:  0.8761
	Hits@3:  0.9425
	Hits@5:  0.9569
	Hits@10:  0.9768
	Hits@20:  0.9812
	MRR:  0.9133
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9189
		MRR:  0.9391
	2-Hop
		Hits@1:  0.8607
		MRR:  0.9063
	3-Hop
		Hits@1:  0.8745
		MRR:  0.9073
Valid Action Count at Each Step
	Overall Average: 65.1462
		Step 1: 19.4834
		Step 2: 69.7888
		Step 3: 81.3932
		Step 4: 89.9193
Entropy Metrics
	Question Entropy:  0.0202
	Path Entropy:  0.0808
		Step 1:  0.0089
		Step 2:  0.0201
		Step 3:  0.0145
		Step 4:  0.0373
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3617
	Restart Rate:  0.0000
	No-Op Rate:  0.3617
	Cycle Rate:  0.0405
	Backtrack Rate:  0.0000
	Unique Edges:  2.5155
	Redundancy:  0.0094
	Avg Segment Hops:  2.5531
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8489
	Precision:  0.0660
	F1 Score:  0.0955
Relation-Set Overlap Metrics
	Recall:  0.7030
	Precision:  0.7512
	F1 Score:  0.7157
Relation Edit Distance Metrics:
	Overall Average:  0.3463
		4-Hop:  0.4662
		2-Hop:  0.3103
		3-Hop:  0.3265

Score for iteration 14600
Answer Metrics
	Hits@1:  0.8872
	Hits@3:  0.9491
	Hits@5:  0.9624
	Hits@10:  0.9768
	Hits@20:  0.9845
	MRR:  0.9218
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9395
	2-Hop
		Hits@1:  0.8668
		MRR:  0.9106
	3-Hop
		Hits@1:  0.9091
		MRR:  0.9311
Valid Action Count at Each Step
	Overall Average: 64.5233
		Step 1: 19.4834
		Step 2: 74.9936
		Step 3: 78.5632
		Step 4: 85.0530
Entropy Metrics
	Question Entropy:  0.0201
	Path Entropy:  0.0804
		Step 1:  0.0120
		Step 2:  0.0147
		Step 3:  0.0120
		Step 4:  0.0417
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3490
	Restart Rate:  0.0000
	No-Op Rate:  0.3490
	Cycle Rate:  0.0467
	Backtrack Rate:  0.0000
	Unique Edges:  2.5642
	Redundancy:  0.0100
	Avg Segment Hops:  2.6040
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8920
	Precision:  0.0684
	F1 Score:  0.1002
Relation-Set Overlap Metrics
	Recall:  0.7109
	Precision:  0.7515
	F1 Score:  0.7200
Relation Edit Distance Metrics:
	Overall Average:  0.3467
		4-Hop:  0.4932
		2-Hop:  0.3101
		3-Hop:  0.3066

Score for iteration 14700
Answer Metrics
	Hits@1:  0.8473
	Hits@3:  0.9115
	Hits@5:  0.9325
	Hits@10:  0.9458
	Hits@20:  0.9624
	MRR:  0.8844
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9081
		MRR:  0.9344
	2-Hop
		Hits@1:  0.8320
		MRR:  0.8748
	3-Hop
		Hits@1:  0.8312
		MRR:  0.8644
Valid Action Count at Each Step
	Overall Average: 75.5169
		Step 1: 19.4834
		Step 2: 78.5285
		Step 3: 94.3887
		Step 4: 109.6670
Entropy Metrics
	Question Entropy:  0.0193
	Path Entropy:  0.0774
		Step 1:  0.0129
		Step 2:  0.0175
		Step 3:  0.0099
		Step 4:  0.0372
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3219
	Restart Rate:  0.0000
	No-Op Rate:  0.3219
	Cycle Rate:  0.0764
	Backtrack Rate:  0.0000
	Unique Edges:  2.6217
	Redundancy:  0.0227
	Avg Segment Hops:  2.7124
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8049
	Precision:  0.0657
	F1 Score:  0.0898
Relation-Set Overlap Metrics
	Recall:  0.6838
	Precision:  0.7009
	F1 Score:  0.6789
Relation Edit Distance Metrics:
	Overall Average:  0.3934
		4-Hop:  0.5230
		2-Hop:  0.3499
		3-Hop:  0.3817

Score for iteration 14800
Answer Metrics
	Hits@1:  0.8905
	Hits@3:  0.9425
	Hits@5:  0.9602
	Hits@10:  0.9690
	Hits@20:  0.9823
	MRR:  0.9211
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9406
	2-Hop
		Hits@1:  0.8770
		MRR:  0.9129
	3-Hop
		Hits@1:  0.9004
		MRR:  0.9228
Valid Action Count at Each Step
	Overall Average: 67.3780
		Step 1: 19.4834
		Step 2: 78.8007
		Step 3: 76.4477
		Step 4: 94.7801
Entropy Metrics
	Question Entropy:  0.0204
	Path Entropy:  0.0817
		Step 1:  0.0107
		Step 2:  0.0228
		Step 3:  0.0105
		Step 4:  0.0378
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3363
	Restart Rate:  0.0000
	No-Op Rate:  0.3363
	Cycle Rate:  0.0678
	Backtrack Rate:  0.0000
	Unique Edges:  2.5796
	Redundancy:  0.0188
	Avg Segment Hops:  2.6549
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8418
	Precision:  0.0766
	F1 Score:  0.1030
Relation-Set Overlap Metrics
	Recall:  0.6955
	Precision:  0.7308
	F1 Score:  0.6996
Relation Edit Distance Metrics:
	Overall Average:  0.3723
		4-Hop:  0.5189
		2-Hop:  0.3263
		3-Hop:  0.3521

Score for iteration 14900
Answer Metrics
	Hits@1:  0.8418
	Hits@3:  0.9226
	Hits@5:  0.9369
	Hits@10:  0.9591
	Hits@20:  0.9723
	MRR:  0.8877
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8432
		MRR:  0.8864
	2-Hop
		Hits@1:  0.8422
		MRR:  0.8872
	3-Hop
		Hits@1:  0.8398
		MRR:  0.8898
Valid Action Count at Each Step
	Overall Average: 65.4825
		Step 1: 19.4834
		Step 2: 81.8929
		Step 3: 75.0234
		Step 4: 85.5302
Entropy Metrics
	Question Entropy:  0.0257
	Path Entropy:  0.1029
		Step 1:  0.0102
		Step 2:  0.0289
		Step 3:  0.0175
		Step 4:  0.0462
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3374
	Restart Rate:  0.0000
	No-Op Rate:  0.3374
	Cycle Rate:  0.0770
	Backtrack Rate:  0.0000
	Unique Edges:  2.5642
	Redundancy:  0.0217
	Avg Segment Hops:  2.6504
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8274
	Precision:  0.0700
	F1 Score:  0.0958
Relation-Set Overlap Metrics
	Recall:  0.6597
	Precision:  0.6924
	F1 Score:  0.6626
Relation Edit Distance Metrics:
	Overall Average:  0.4067
		4-Hop:  0.5811
		2-Hop:  0.3434
		3-Hop:  0.4008

Score for iteration 15000
Answer Metrics
	Hits@1:  0.8794
	Hits@3:  0.9358
	Hits@5:  0.9569
	Hits@10:  0.9690
	Hits@20:  0.9779
	MRR:  0.9134
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.9135
		MRR:  0.9410
	2-Hop
		Hits@1:  0.8770
		MRR:  0.9105
	3-Hop
		Hits@1:  0.8571
		MRR:  0.8976
Valid Action Count at Each Step
	Overall Average: 60.8435
		Step 1: 19.4834
		Step 2: 69.5531
		Step 3: 75.9772
		Step 4: 78.3603
Entropy Metrics
	Question Entropy:  0.0216
	Path Entropy:  0.0863
		Step 1:  0.0117
		Step 2:  0.0182
		Step 3:  0.0154
		Step 4:  0.0411
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3756
	Restart Rate:  0.0000
	No-Op Rate:  0.3756
	Cycle Rate:  0.0410
	Backtrack Rate:  0.0000
	Unique Edges:  2.4513
	Redundancy:  0.0118
	Avg Segment Hops:  2.4978
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8448
	Precision:  0.0626
	F1 Score:  0.0942
Relation-Set Overlap Metrics
	Recall:  0.6981
	Precision:  0.7523
	F1 Score:  0.7119
Relation Edit Distance Metrics:
	Overall Average:  0.3468
		4-Hop:  0.5081
		2-Hop:  0.2912
		3-Hop:  0.3351

Test (beam) scores with best model from output/mquake_st/ma_qa_nhop_reason_4hop_seed0/model/model.ckpt
Answer Metrics
	Hits@1:  0.8966
	Hits@3:  0.9529
	Hits@5:  0.9655
	Hits@10:  0.9793
	Hits@20:  0.9862
	MRR:  0.9283
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8923
		MRR:  0.9282
	3-Hop
		Hits@1:  0.8846
		MRR:  0.9197
	4-Hop
		Hits@1:  0.9227
		MRR:  0.9398
Valid Action Count at Each Step
	Overall Average: 60.8914
		Step 1: 19.9034
		Step 2: 70.2840
		Step 3: 75.9381
		Step 4: 77.4399
Entropy Metrics
	Question Entropy:  0.0228
	Path Entropy:  0.0913
		Step 1:  0.0131
		Step 2:  0.0197
		Step 3:  0.0149
		Step 4:  0.0436
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3744
	Restart Rate:  0.0000
	No-Op Rate:  0.3744
	Cycle Rate:  0.0443
	Backtrack Rate:  0.0000
	Unique Edges:  2.4575
	Redundancy:  0.0113
	Avg Segment Hops:  2.5023
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8481
	Precision:  0.0614
	F1 Score:  0.0941
Relation-Set Overlap Metrics
	Recall:  0.7054
	Precision:  0.7570
	F1 Score:  0.7181
Relation Edit Distance Metrics:
	Overall Average:  0.3358
		2-Hop:  0.2610
		3-Hop:  0.3298
		4-Hop:  0.5318

