Score for iteration 100
Answer Metrics
	Hits@1:  0.1510
	Hits@3:  0.1947
	Hits@5:  0.2147
	Hits@10:  0.2616
	Hits@20:  0.3329
	MRR:  0.1874
Per Hop Answer Metrics
	3-Hop
		Hits@1:  0.1412
		MRR:  0.1779
	2-Hop
		Hits@1:  0.1844
		MRR:  0.2239
Valid Action Count at Each Step
	Overall Average: 13.3640
		Step 1: 20.9075
		Step 2:  9.9907
		Step 3:  8.6075
		Step 4: 13.9502
Entropy Metrics
	Question Entropy:  1.6549
	Path Entropy:  6.6197
		Step 1:  2.4537
		Step 2:  1.6101
		Step 3:  1.2948
		Step 4:  1.2611
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5925
	Restart Rate:  0.0000
	No-Op Rate:  0.5925
	Cycle Rate:  0.0020
	Backtrack Rate:  0.0000
	Unique Edges:  1.6298
	Redundancy:  0.0013
	Avg Segment Hops:  1.6298
Answer(s) Endpoint Coverage Metrics
	Recall:  0.4036
	Precision:  0.0129
	F1 Score:  0.0248
GT-Edge Overlap Metrics
	Recall:  0.1153
	Precision:  0.1390
	F1 Score:  0.1234
Node-Set Overlap Metrics
	Recall:  0.4139
	Precision:  0.5450
	F1 Score:  0.4631
Path Edit Distance Metrics:
	Overall Average:  0.8902
		2-Hop:  0.8894
		4-Hop:  0.9078
		3-Hop:  0.8846
Relation-Set Overlap Metrics
	Recall:  0.1699
	Precision:  0.2302
	F1 Score:  0.1905
Relation Edit Distance Metrics:
	Overall Average:  0.8408
		2-Hop:  0.8357
		4-Hop:  0.8827
		3-Hop:  0.8345

Score for iteration 200
Answer Metrics
	Hits@1:  0.2012
	Hits@3:  0.2834
	Hits@5:  0.3149
	Hits@10:  0.3605
	Hits@20:  0.3985
	MRR:  0.2545
Per Hop Answer Metrics
	3-Hop
		Hits@1:  0.1982
		MRR:  0.2274
	2-Hop
		Hits@1:  0.2409
		MRR:  0.3151
Valid Action Count at Each Step
	Overall Average: 17.7253
		Step 1: 20.9075
		Step 2: 16.2496
		Step 3: 14.0374
		Step 4: 19.7067
Entropy Metrics
	Question Entropy:  1.3383
	Path Entropy:  5.3532
		Step 1:  1.8787
		Step 2:  1.3851
		Step 3:  1.1982
		Step 4:  0.8911
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5916
	Restart Rate:  0.0000
	No-Op Rate:  0.5916
	Cycle Rate:  0.0245
	Backtrack Rate:  0.0000
	Unique Edges:  1.6330
	Redundancy:  0.0042
	Avg Segment Hops:  1.6337
Answer(s) Endpoint Coverage Metrics
	Recall:  0.4447
	Precision:  0.0212
	F1 Score:  0.0394
GT-Edge Overlap Metrics
	Recall:  0.2103
	Precision:  0.3066
	F1 Score:  0.2431
Node-Set Overlap Metrics
	Recall:  0.5063
	Precision:  0.6882
	F1 Score:  0.5755
Path Edit Distance Metrics:
	Overall Average:  0.7925
		2-Hop:  0.7896
		4-Hop:  0.8855
		3-Hop:  0.7608
Relation-Set Overlap Metrics
	Recall:  0.2730
	Precision:  0.4241
	F1 Score:  0.3240
Relation Edit Distance Metrics:
	Overall Average:  0.7317
		2-Hop:  0.7349
		4-Hop:  0.8059
		3-Hop:  0.6948

Score for iteration 300
Answer Metrics
	Hits@1:  0.2262
	Hits@3:  0.2918
	Hits@5:  0.3168
	Hits@10:  0.3464
	Hits@20:  0.3753
	MRR:  0.2676
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.2751
		MRR:  0.3283
	3-Hop
		Hits@1:  0.2141
		MRR:  0.2462
Valid Action Count at Each Step
	Overall Average: 17.6370
		Step 1: 20.9075
		Step 2: 15.5364
		Step 3: 14.0097
		Step 4: 20.0945
Entropy Metrics
	Question Entropy:  1.2175
	Path Entropy:  4.8701
		Step 1:  1.7629
		Step 2:  1.1973
		Step 3:  1.0210
		Step 4:  0.8889
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5773
	Restart Rate:  0.0000
	No-Op Rate:  0.5773
	Cycle Rate:  0.0310
	Backtrack Rate:  0.0000
	Unique Edges:  1.6902
	Redundancy:  0.0008
	Avg Segment Hops:  1.6909
Answer(s) Endpoint Coverage Metrics
	Recall:  0.4165
	Precision:  0.0135
	F1 Score:  0.0261
GT-Edge Overlap Metrics
	Recall:  0.2036
	Precision:  0.2779
	F1 Score:  0.2282
Node-Set Overlap Metrics
	Recall:  0.4949
	Precision:  0.6676
	F1 Score:  0.5613
Path Edit Distance Metrics:
	Overall Average:  0.8014
		2-Hop:  0.7743
		4-Hop:  0.8841
		3-Hop:  0.8256
Relation-Set Overlap Metrics
	Recall:  0.2707
	Precision:  0.3981
	F1 Score:  0.3131
Relation Edit Distance Metrics:
	Overall Average:  0.7361
		2-Hop:  0.7120
		4-Hop:  0.8142
		3-Hop:  0.7559

Score for iteration 400
Answer Metrics
	Hits@1:  0.2314
	Hits@3:  0.2667
	Hits@5:  0.2860
	Hits@10:  0.3078
	Hits@20:  0.3329
	MRR:  0.2567
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.2857
		MRR:  0.3173
	3-Hop
		Hits@1:  0.2096
		MRR:  0.2311
Valid Action Count at Each Step
	Overall Average: 13.2509
		Step 1: 20.9075
		Step 2: 12.1361
		Step 3:  9.1911
		Step 4: 10.7688
Entropy Metrics
	Question Entropy:  1.4238
	Path Entropy:  5.6951
		Step 1:  2.1849
		Step 2:  1.4276
		Step 3:  1.1060
		Step 4:  0.9766
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5582
	Restart Rate:  0.0000
	No-Op Rate:  0.5582
	Cycle Rate:  0.0076
	Backtrack Rate:  0.0000
	Unique Edges:  1.7674
	Redundancy:  0.0000
	Avg Segment Hops:  1.7674
Answer(s) Endpoint Coverage Metrics
	Recall:  0.3702
	Precision:  0.0122
	F1 Score:  0.0234
GT-Edge Overlap Metrics
	Recall:  0.1463
	Precision:  0.1766
	F1 Score:  0.1567
Node-Set Overlap Metrics
	Recall:  0.4417
	Precision:  0.5604
	F1 Score:  0.4870
Path Edit Distance Metrics:
	Overall Average:  0.8559
		2-Hop:  0.8172
		4-Hop:  0.9679
		3-Hop:  0.8929
Relation-Set Overlap Metrics
	Recall:  0.2062
	Precision:  0.2833
	F1 Score:  0.2325
Relation Edit Distance Metrics:
	Overall Average:  0.8011
		2-Hop:  0.7585
		4-Hop:  0.9497
		3-Hop:  0.8314

Score for iteration 500
Answer Metrics
	Hits@1:  0.2603
	Hits@3:  0.3175
	Hits@5:  0.3374
	Hits@10:  0.3586
	Hits@20:  0.3882
	MRR:  0.2955
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.3294
		MRR:  0.3755
	3-Hop
		Hits@1:  0.2187
		MRR:  0.2439
Valid Action Count at Each Step
	Overall Average: 15.1638
		Step 1: 20.9075
		Step 2: 12.7002
		Step 3: 11.0010
		Step 4: 16.0464
Entropy Metrics
	Question Entropy:  1.2905
	Path Entropy:  5.1619
		Step 1:  1.8808
		Step 2:  1.2145
		Step 3:  1.0113
		Step 4:  1.0552
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5710
	Restart Rate:  0.0000
	No-Op Rate:  0.5710
	Cycle Rate:  0.0109
	Backtrack Rate:  0.0000
	Unique Edges:  1.7159
	Redundancy:  0.0000
	Avg Segment Hops:  1.7159
Answer(s) Endpoint Coverage Metrics
	Recall:  0.4222
	Precision:  0.0113
	F1 Score:  0.0219
GT-Edge Overlap Metrics
	Recall:  0.1894
	Precision:  0.2324
	F1 Score:  0.2038
Node-Set Overlap Metrics
	Recall:  0.4743
	Precision:  0.6090
	F1 Score:  0.5258
Path Edit Distance Metrics:
	Overall Average:  0.8128
		2-Hop:  0.7612
		4-Hop:  0.9609
		3-Hop:  0.8626
Relation-Set Overlap Metrics
	Recall:  0.2536
	Precision:  0.3474
	F1 Score:  0.2854
Relation Edit Distance Metrics:
	Overall Average:  0.7522
		2-Hop:  0.6951
		4-Hop:  0.9358
		3-Hop:  0.7995

Score for iteration 600
Answer Metrics
	Hits@1:  0.2661
	Hits@3:  0.3438
	Hits@5:  0.3625
	Hits@10:  0.3920
	Hits@20:  0.4274
	MRR:  0.3128
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.3305
		MRR:  0.3935
	3-Hop
		Hits@1:  0.2369
		MRR:  0.2663
Valid Action Count at Each Step
	Overall Average: 18.8726
		Step 1: 20.9075
		Step 2: 16.0954
		Step 3: 17.4140
		Step 4: 21.0736
Entropy Metrics
	Question Entropy:  1.1163
	Path Entropy:  4.4653
		Step 1:  1.5866
		Step 2:  1.0352
		Step 3:  0.8780
		Step 4:  0.9654
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5757
	Restart Rate:  0.0000
	No-Op Rate:  0.5757
	Cycle Rate:  0.0221
	Backtrack Rate:  0.0000
	Unique Edges:  1.6883
	Redundancy:  0.0029
	Avg Segment Hops:  1.6973
Answer(s) Endpoint Coverage Metrics
	Recall:  0.4788
	Precision:  0.0120
	F1 Score:  0.0234
GT-Edge Overlap Metrics
	Recall:  0.2275
	Precision:  0.3025
	F1 Score:  0.2515
Node-Set Overlap Metrics
	Recall:  0.5085
	Precision:  0.6741
	F1 Score:  0.5723
Path Edit Distance Metrics:
	Overall Average:  0.7842
		2-Hop:  0.7457
		4-Hop:  0.9274
		3-Hop:  0.8079
Relation-Set Overlap Metrics
	Recall:  0.2962
	Precision:  0.4273
	F1 Score:  0.3387
Relation Edit Distance Metrics:
	Overall Average:  0.7169
		2-Hop:  0.6764
		4-Hop:  0.8813
		3-Hop:  0.7363

Score for iteration 700
Answer Metrics
	Hits@1:  0.2757
	Hits@3:  0.3631
	Hits@5:  0.3875
	Hits@10:  0.4165
	Hits@20:  0.4518
	MRR:  0.3288
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.3518
		MRR:  0.4253
	3-Hop
		Hits@1:  0.2255
		MRR:  0.2551
Valid Action Count at Each Step
	Overall Average: 16.2037
		Step 1: 20.9075
		Step 2: 14.1665
		Step 3: 12.9481
		Step 4: 16.7929
Entropy Metrics
	Question Entropy:  1.2556
	Path Entropy:  5.0225
		Step 1:  1.8232
		Step 2:  1.1599
		Step 3:  0.9882
		Step 4:  1.0512
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5689
	Restart Rate:  0.0000
	No-Op Rate:  0.5689
	Cycle Rate:  0.0299
	Backtrack Rate:  0.0000
	Unique Edges:  1.7192
	Redundancy:  0.0013
	Avg Segment Hops:  1.7243
Answer(s) Endpoint Coverage Metrics
	Recall:  0.5039
	Precision:  0.0143
	F1 Score:  0.0277
GT-Edge Overlap Metrics
	Recall:  0.2108
	Precision:  0.2644
	F1 Score:  0.2262
Node-Set Overlap Metrics
	Recall:  0.4925
	Precision:  0.6427
	F1 Score:  0.5501
Path Edit Distance Metrics:
	Overall Average:  0.8069
		2-Hop:  0.7393
		4-Hop:  0.9665
		3-Hop:  0.8861
Relation-Set Overlap Metrics
	Recall:  0.2733
	Precision:  0.3723
	F1 Score:  0.3039
Relation Edit Distance Metrics:
	Overall Average:  0.7482
		2-Hop:  0.6745
		4-Hop:  0.9595
		3-Hop:  0.8197

Score for iteration 800
Answer Metrics
	Hits@1:  0.3059
	Hits@3:  0.3625
	Hits@5:  0.3805
	Hits@10:  0.4094
	Hits@20:  0.4479
	MRR:  0.3436
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.3838
		MRR:  0.4342
	3-Hop
		Hits@1:  0.2642
		MRR:  0.2883
Valid Action Count at Each Step
	Overall Average: 16.7588
		Step 1: 20.9075
		Step 2: 15.5222
		Step 3: 14.4598
		Step 4: 16.1458
Entropy Metrics
	Question Entropy:  1.1361
	Path Entropy:  4.5444
		Step 1:  1.6332
		Step 2:  1.0919
		Step 3:  0.9345
		Step 4:  0.8848
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5469
	Restart Rate:  0.0000
	No-Op Rate:  0.5469
	Cycle Rate:  0.0096
	Backtrack Rate:  0.0000
	Unique Edges:  1.8111
	Redundancy:  0.0003
	Avg Segment Hops:  1.8123
Answer(s) Endpoint Coverage Metrics
	Recall:  0.4974
	Precision:  0.0124
	F1 Score:  0.0242
GT-Edge Overlap Metrics
	Recall:  0.2557
	Precision:  0.3019
	F1 Score:  0.2727
Node-Set Overlap Metrics
	Recall:  0.5294
	Precision:  0.6492
	F1 Score:  0.5759
Path Edit Distance Metrics:
	Overall Average:  0.7468
		2-Hop:  0.7045
		4-Hop:  0.9302
		3-Hop:  0.7623
Relation-Set Overlap Metrics
	Recall:  0.3265
	Precision:  0.4232
	F1 Score:  0.3609
Relation Edit Distance Metrics:
	Overall Average:  0.6824
		2-Hop:  0.6453
		4-Hop:  0.8911
		3-Hop:  0.6765

Score for iteration 900
Answer Metrics
	Hits@1:  0.3824
	Hits@3:  0.4711
	Hits@5:  0.5071
	Hits@10:  0.5598
	Hits@20:  0.6195
	MRR:  0.4449
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.5021
		MRR:  0.5757
	3-Hop
		Hits@1:  0.2825
		MRR:  0.3410
Valid Action Count at Each Step
	Overall Average: 21.7494
		Step 1: 20.9075
		Step 2: 18.7892
		Step 3: 19.0595
		Step 4: 28.2413
Entropy Metrics
	Question Entropy:  0.9129
	Path Entropy:  3.6515
		Step 1:  1.2089
		Step 2:  0.8013
		Step 3:  0.7949
		Step 4:  0.8463
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5231
	Restart Rate:  0.0000
	No-Op Rate:  0.5231
	Cycle Rate:  0.0310
	Backtrack Rate:  0.0000
	Unique Edges:  1.9055
	Redundancy:  0.0007
	Avg Segment Hops:  1.9075
Answer(s) Endpoint Coverage Metrics
	Recall:  0.6825
	Precision:  0.0156
	F1 Score:  0.0304
GT-Edge Overlap Metrics
	Recall:  0.3570
	Precision:  0.3918
	F1 Score:  0.3685
Node-Set Overlap Metrics
	Recall:  0.6042
	Precision:  0.7200
	F1 Score:  0.6496
Path Edit Distance Metrics:
	Overall Average:  0.6573
		2-Hop:  0.5581
		4-Hop:  0.9372
		3-Hop:  0.7551
Relation-Set Overlap Metrics
	Recall:  0.4315
	Precision:  0.5131
	F1 Score:  0.4592
Relation Edit Distance Metrics:
	Overall Average:  0.5911
		2-Hop:  0.5002
		4-Hop:  0.9036
		3-Hop:  0.6579

Score for iteration 1000
Answer Metrics
	Hits@1:  0.3972
	Hits@3:  0.5199
	Hits@5:  0.5598
	Hits@10:  0.6279
	Hits@20:  0.6851
	MRR:  0.4758
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.5128
		MRR:  0.5879
	3-Hop
		Hits@1:  0.3007
		MRR:  0.3934
	4-Hop
		Hits@1:  0.0279
		MRR:  0.0902
Valid Action Count at Each Step
	Overall Average: 22.8669
		Step 1: 20.9075
		Step 2: 20.9922
		Step 3: 22.0782
		Step 4: 27.4898
Entropy Metrics
	Question Entropy:  0.8168
	Path Entropy:  3.2671
		Step 1:  0.9607
		Step 2:  0.6733
		Step 3:  0.6875
		Step 4:  0.9456
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5466
	Restart Rate:  0.0000
	No-Op Rate:  0.5466
	Cycle Rate:  0.0109
	Backtrack Rate:  0.0000
	Unique Edges:  1.8123
	Redundancy:  0.0003
	Avg Segment Hops:  1.8136
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7757
	Precision:  0.0186
	F1 Score:  0.0363
GT-Edge Overlap Metrics
	Recall:  0.3842
	Precision:  0.4514
	F1 Score:  0.4087
Node-Set Overlap Metrics
	Recall:  0.6238
	Precision:  0.7581
	F1 Score:  0.6769
Path Edit Distance Metrics:
	Overall Average:  0.6175
		2-Hop:  0.5499
		4-Hop:  0.8966
		3-Hop:  0.6481
Relation-Set Overlap Metrics
	Recall:  0.4582
	Precision:  0.5808
	F1 Score:  0.5019
Relation Edit Distance Metrics:
	Overall Average:  0.5500
		2-Hop:  0.4845
		4-Hop:  0.8450
		3-Hop:  0.5695

Score for iteration 1100
Answer Metrics
	Hits@1:  0.4338
	Hits@3:  0.5501
	Hits@5:  0.5958
	Hits@10:  0.6388
	Hits@20:  0.6851
	MRR:  0.5060
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.5714
		MRR:  0.6372
	3-Hop
		Hits@1:  0.3075
		MRR:  0.4104
	4-Hop
		Hits@1:  0.0223
		MRR:  0.0532
Valid Action Count at Each Step
	Overall Average: 32.2249
		Step 1: 20.9075
		Step 2: 37.3906
		Step 3: 33.8927
		Step 4: 36.7088
Entropy Metrics
	Question Entropy:  0.6442
	Path Entropy:  2.5770
		Step 1:  0.6377
		Step 2:  0.6391
		Step 3:  0.6494
		Step 4:  0.6508
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5662
	Restart Rate:  0.0000
	No-Op Rate:  0.5662
	Cycle Rate:  0.0048
	Backtrack Rate:  0.0000
	Unique Edges:  1.7352
	Redundancy:  0.0032
	Avg Segment Hops:  1.7352
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7230
	Precision:  0.0195
	F1 Score:  0.0378
GT-Edge Overlap Metrics
	Recall:  0.3821
	Precision:  0.4485
	F1 Score:  0.4066
Node-Set Overlap Metrics
	Recall:  0.6379
	Precision:  0.7900
	F1 Score:  0.6968
Path Edit Distance Metrics:
	Overall Average:  0.6197
		2-Hop:  0.5521
		4-Hop:  0.8701
		3-Hop:  0.6621
Relation-Set Overlap Metrics
	Recall:  0.4626
	Precision:  0.5904
	F1 Score:  0.5081
Relation Edit Distance Metrics:
	Overall Average:  0.5435
		2-Hop:  0.4835
		4-Hop:  0.7947
		3-Hop:  0.5695

Score for iteration 1200
Answer Metrics
	Hits@1:  0.4698
	Hits@3:  0.5488
	Hits@5:  0.5758
	Hits@10:  0.6150
	Hits@20:  0.6671
	MRR:  0.5222
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.6045
		MRR:  0.6591
	3-Hop
		Hits@1:  0.3713
		MRR:  0.4330
	4-Hop
		Hits@1:  0.0056
		MRR:  0.0235
Valid Action Count at Each Step
	Overall Average: 22.3916
		Step 1: 20.9075
		Step 2: 22.2441
		Step 3: 22.1061
		Step 4: 24.3089
Entropy Metrics
	Question Entropy:  0.8613
	Path Entropy:  3.4451
		Step 1:  1.1103
		Step 2:  0.7558
		Step 3:  0.8038
		Step 4:  0.7752
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5586
	Restart Rate:  0.0000
	No-Op Rate:  0.5586
	Cycle Rate:  0.0021
	Backtrack Rate:  0.0000
	Unique Edges:  1.7654
	Redundancy:  0.0026
	Avg Segment Hops:  1.7654
Answer(s) Endpoint Coverage Metrics
	Recall:  0.7307
	Precision:  0.0192
	F1 Score:  0.0372
GT-Edge Overlap Metrics
	Recall:  0.3749
	Precision:  0.4145
	F1 Score:  0.3893
Node-Set Overlap Metrics
	Recall:  0.6243
	Precision:  0.7522
	F1 Score:  0.6733
Path Edit Distance Metrics:
	Overall Average:  0.6284
		2-Hop:  0.5254
		4-Hop:  0.9344
		3-Hop:  0.7238
Relation-Set Overlap Metrics
	Recall:  0.4486
	Precision:  0.5412
	F1 Score:  0.4814
Relation Edit Distance Metrics:
	Overall Average:  0.5611
		2-Hop:  0.4577
		4-Hop:  0.9120
		3-Hop:  0.6388

Score for iteration 1300
Answer Metrics
	Hits@1:  0.4762
	Hits@3:  0.5823
	Hits@5:  0.6298
	Hits@10:  0.6838
	Hits@20:  0.7474
	MRR:  0.5474
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.5938
		MRR:  0.6628
	3-Hop
		Hits@1:  0.4169
		MRR:  0.4943
	4-Hop
		Hits@1:  0.0056
		MRR:  0.0731
Valid Action Count at Each Step
	Overall Average: 23.3027
		Step 1: 20.9075
		Step 2: 23.4608
		Step 3: 22.6695
		Step 4: 26.1732
Entropy Metrics
	Question Entropy:  0.8598
	Path Entropy:  3.4391
		Step 1:  1.1367
		Step 2:  0.8068
		Step 3:  0.7311
		Step 4:  0.7645
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5047
	Restart Rate:  0.0000
	No-Op Rate:  0.5047
	Cycle Rate:  0.0159
	Backtrack Rate:  0.0000
	Unique Edges:  1.9762
	Redundancy:  0.0013
	Avg Segment Hops:  1.9814
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8098
	Precision:  0.0218
	F1 Score:  0.0421
GT-Edge Overlap Metrics
	Recall:  0.4055
	Precision:  0.4250
	F1 Score:  0.4117
Node-Set Overlap Metrics
	Recall:  0.6431
	Precision:  0.7376
	F1 Score:  0.6793
Path Edit Distance Metrics:
	Overall Average:  0.6046
		2-Hop:  0.5295
		4-Hop:  0.9176
		3-Hop:  0.6374
Relation-Set Overlap Metrics
	Recall:  0.4769
	Precision:  0.5455
	F1 Score:  0.5000
Relation Edit Distance Metrics:
	Overall Average:  0.5376
		2-Hop:  0.4614
		4-Hop:  0.8911
		3-Hop:  0.5562

Score for iteration 1400
Answer Metrics
	Hits@1:  0.4409
	Hits@3:  0.6112
	Hits@5:  0.6780
	Hits@10:  0.7545
	Hits@20:  0.8085
	MRR:  0.5495
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.5714
		MRR:  0.6627
	3-Hop
		Hits@1:  0.3166
		MRR:  0.4505
	4-Hop
		Hits@1:  0.0615
		MRR:  0.1987
Valid Action Count at Each Step
	Overall Average: 28.9936
		Step 1: 20.9075
		Step 2: 28.2016
		Step 3: 29.6505
		Step 4: 37.2150
Entropy Metrics
	Question Entropy:  0.4694
	Path Entropy:  1.8775
		Step 1:  0.4067
		Step 2:  0.3473
		Step 3:  0.5084
		Step 4:  0.6151
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.5911
	Restart Rate:  0.0000
	No-Op Rate:  0.5911
	Cycle Rate:  0.0021
	Backtrack Rate:  0.0000
	Unique Edges:  1.6350
	Redundancy:  0.0124
	Avg Segment Hops:  1.6356
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8605
	Precision:  0.0233
	F1 Score:  0.0450
GT-Edge Overlap Metrics
	Recall:  0.3780
	Precision:  0.4737
	F1 Score:  0.4124
Node-Set Overlap Metrics
	Recall:  0.6448
	Precision:  0.8339
	F1 Score:  0.7175
Path Edit Distance Metrics:
	Overall Average:  0.6224
		2-Hop:  0.5794
		4-Hop:  0.8547
		3-Hop:  0.6196
Relation-Set Overlap Metrics
	Recall:  0.4630
	Precision:  0.6311
	F1 Score:  0.5217
Relation Edit Distance Metrics:
	Overall Average:  0.5408
		2-Hop:  0.5069
		4-Hop:  0.7500
		3-Hop:  0.5277

Score for iteration 1500
Answer Metrics
	Hits@1:  0.6485
	Hits@3:  0.8027
	Hits@5:  0.8535
	Hits@10:  0.8888
	Hits@20:  0.9274
	MRR:  0.7382
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.6780
		MRR:  0.7581
	4-Hop
		Hits@1:  0.5698
		MRR:  0.6880
	3-Hop
		Hits@1:  0.6173
		MRR:  0.7161
Valid Action Count at Each Step
	Overall Average: 32.2482
		Step 1: 20.9075
		Step 2: 27.6073
		Step 3: 32.3033
		Step 4: 48.1747
Entropy Metrics
	Question Entropy:  0.3699
	Path Entropy:  1.4796
		Step 1:  0.2528
		Step 2:  0.2403
		Step 3:  0.4479
		Step 4:  0.5387
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4648
	Restart Rate:  0.0000
	No-Op Rate:  0.4648
	Cycle Rate:  0.0034
	Backtrack Rate:  0.0000
	Unique Edges:  2.1395
	Redundancy:  0.0035
	Avg Segment Hops:  2.1407
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9576
	Precision:  0.0228
	F1 Score:  0.0444
GT-Edge Overlap Metrics
	Recall:  0.5281
	Precision:  0.5605
	F1 Score:  0.5402
Node-Set Overlap Metrics
	Recall:  0.7612
	Precision:  0.8500
	F1 Score:  0.7964
Path Edit Distance Metrics:
	Overall Average:  0.4778
		2-Hop:  0.4639
		4-Hop:  0.6285
		3-Hop:  0.4459
Relation-Set Overlap Metrics
	Recall:  0.6237
	Precision:  0.7124
	F1 Score:  0.6554
Relation Edit Distance Metrics:
	Overall Average:  0.3872
		2-Hop:  0.3909
		4-Hop:  0.4749
		3-Hop:  0.3436

Score for iteration 1600
Answer Metrics
	Hits@1:  0.6433
	Hits@3:  0.8040
	Hits@5:  0.8425
	Hits@10:  0.8888
	Hits@20:  0.9280
	MRR:  0.7348
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.6812
		MRR:  0.7631
	4-Hop
		Hits@1:  0.5419
		MRR:  0.6657
	3-Hop
		Hits@1:  0.6036
		MRR:  0.7026
Valid Action Count at Each Step
	Overall Average: 32.4915
		Step 1: 20.9075
		Step 2: 27.3129
		Step 3: 32.0450
		Step 4: 49.7006
Entropy Metrics
	Question Entropy:  0.2533
	Path Entropy:  1.0130
		Step 1:  0.0957
		Step 2:  0.1504
		Step 3:  0.3128
		Step 4:  0.4541
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4393
	Restart Rate:  0.0000
	No-Op Rate:  0.4393
	Cycle Rate:  0.0242
	Backtrack Rate:  0.0000
	Unique Edges:  2.2384
	Redundancy:  0.0015
	Avg Segment Hops:  2.2429
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9640
	Precision:  0.0228
	F1 Score:  0.0442
GT-Edge Overlap Metrics
	Recall:  0.5353
	Precision:  0.5649
	F1 Score:  0.5453
Node-Set Overlap Metrics
	Recall:  0.7667
	Precision:  0.8470
	F1 Score:  0.7983
Path Edit Distance Metrics:
	Overall Average:  0.4773
		2-Hop:  0.4654
		4-Hop:  0.6215
		3-Hop:  0.4440
Relation-Set Overlap Metrics
	Recall:  0.6326
	Precision:  0.7158
	F1 Score:  0.6612
Relation Edit Distance Metrics:
	Overall Average:  0.3910
		2-Hop:  0.3932
		4-Hop:  0.4637
		3-Hop:  0.3565

Score for iteration 1700
Answer Metrics
	Hits@1:  0.6568
	Hits@3:  0.8162
	Hits@5:  0.8503
	Hits@10:  0.8837
	Hits@20:  0.9377
	MRR:  0.7474
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7143
		MRR:  0.7913
	4-Hop
		Hits@1:  0.4916
		MRR:  0.6392
	3-Hop
		Hits@1:  0.6014
		MRR:  0.6977
Valid Action Count at Each Step
	Overall Average: 33.1424
		Step 1: 20.9075
		Step 2: 25.7482
		Step 3: 28.3397
		Step 4: 57.5744
Entropy Metrics
	Question Entropy:  0.2454
	Path Entropy:  0.9817
		Step 1:  0.0862
		Step 2:  0.1002
		Step 3:  0.2582
		Step 4:  0.5372
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4732
	Restart Rate:  0.0000
	No-Op Rate:  0.4732
	Cycle Rate:  0.0106
	Backtrack Rate:  0.0000
	Unique Edges:  2.1073
	Redundancy:  0.0000
	Avg Segment Hops:  2.1073
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9788
	Precision:  0.0197
	F1 Score:  0.0386
GT-Edge Overlap Metrics
	Recall:  0.5515
	Precision:  0.5932
	F1 Score:  0.5670
Node-Set Overlap Metrics
	Recall:  0.7720
	Precision:  0.8696
	F1 Score:  0.8121
Path Edit Distance Metrics:
	Overall Average:  0.4554
		2-Hop:  0.4058
		4-Hop:  0.6592
		3-Hop:  0.4784
Relation-Set Overlap Metrics
	Recall:  0.6438
	Precision:  0.7429
	F1 Score:  0.6796
Relation Edit Distance Metrics:
	Overall Average:  0.3677
		2-Hop:  0.3365
		4-Hop:  0.4902
		3-Hop:  0.3842

Score for iteration 1800
Answer Metrics
	Hits@1:  0.7281
	Hits@3:  0.8503
	Hits@5:  0.8779
	Hits@10:  0.9126
	Hits@20:  0.9557
	MRR:  0.7994
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7388
		MRR:  0.8090
	4-Hop
		Hits@1:  0.7263
		MRR:  0.8034
	3-Hop
		Hits@1:  0.7062
		MRR:  0.7771
Valid Action Count at Each Step
	Overall Average: 35.1982
		Step 1: 20.9075
		Step 2: 27.7373
		Step 3: 32.5502
		Step 4: 59.5978
Entropy Metrics
	Question Entropy:  0.2134
	Path Entropy:  0.8535
		Step 1:  0.0927
		Step 2:  0.0980
		Step 3:  0.2484
		Step 4:  0.4144
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4254
	Restart Rate:  0.0000
	No-Op Rate:  0.4254
	Cycle Rate:  0.0260
	Backtrack Rate:  0.0000
	Unique Edges:  2.2982
	Redundancy:  0.0000
	Avg Segment Hops:  2.2982
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9814
	Precision:  0.0219
	F1 Score:  0.0427
GT-Edge Overlap Metrics
	Recall:  0.5937
	Precision:  0.6058
	F1 Score:  0.5963
Node-Set Overlap Metrics
	Recall:  0.8039
	Precision:  0.8716
	F1 Score:  0.8311
Path Edit Distance Metrics:
	Overall Average:  0.4301
		2-Hop:  0.3945
		4-Hop:  0.5838
		3-Hop:  0.4436
Relation-Set Overlap Metrics
	Recall:  0.6904
	Precision:  0.7509
	F1 Score:  0.7096
Relation Edit Distance Metrics:
	Overall Average:  0.3408
		2-Hop:  0.3205
		4-Hop:  0.4162
		3-Hop:  0.3533

Score for iteration 1900
Answer Metrics
	Hits@1:  0.7179
	Hits@3:  0.8464
	Hits@5:  0.8914
	Hits@10:  0.9351
	Hits@20:  0.9608
	MRR:  0.7957
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7591
		MRR:  0.8272
	4-Hop
		Hits@1:  0.6257
		MRR:  0.7295
	3-Hop
		Hits@1:  0.6674
		MRR:  0.7552
Valid Action Count at Each Step
	Overall Average: 35.5343
		Step 1: 20.9075
		Step 2: 31.2459
		Step 3: 33.6295
		Step 4: 56.3543
Entropy Metrics
	Question Entropy:  0.2083
	Path Entropy:  0.8331
		Step 1:  0.0746
		Step 2:  0.0658
		Step 3:  0.2546
		Step 4:  0.4381
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4561
	Restart Rate:  0.0000
	No-Op Rate:  0.4561
	Cycle Rate:  0.0265
	Backtrack Rate:  0.0000
	Unique Edges:  2.1754
	Redundancy:  0.0000
	Avg Segment Hops:  2.1754
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9833
	Precision:  0.0212
	F1 Score:  0.0413
GT-Edge Overlap Metrics
	Recall:  0.5654
	Precision:  0.5913
	F1 Score:  0.5739
Node-Set Overlap Metrics
	Recall:  0.7873
	Precision:  0.8809
	F1 Score:  0.8253
Path Edit Distance Metrics:
	Overall Average:  0.4536
		2-Hop:  0.3888
		4-Hop:  0.6187
		3-Hop:  0.5249
Relation-Set Overlap Metrics
	Recall:  0.6644
	Precision:  0.7429
	F1 Score:  0.6915
Relation Edit Distance Metrics:
	Overall Average:  0.3610
		2-Hop:  0.3200
		4-Hop:  0.4525
		3-Hop:  0.4114

Score for iteration 2000
Answer Metrics
	Hits@1:  0.7179
	Hits@3:  0.8760
	Hits@5:  0.9113
	Hits@10:  0.9415
	Hits@20:  0.9640
	MRR:  0.8053
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7079
		MRR:  0.8003
	4-Hop
		Hits@1:  0.7374
		MRR:  0.8084
	3-Hop
		Hits@1:  0.7312
		MRR:  0.8146
Valid Action Count at Each Step
	Overall Average: 38.0193
		Step 1: 20.9075
		Step 2: 28.9872
		Step 3: 35.1286
		Step 4: 67.0540
Entropy Metrics
	Question Entropy:  0.2161
	Path Entropy:  0.8644
		Step 1:  0.0906
		Step 2:  0.0954
		Step 3:  0.2634
		Step 4:  0.4150
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4455
	Restart Rate:  0.0000
	No-Op Rate:  0.4455
	Cycle Rate:  0.0093
	Backtrack Rate:  0.0000
	Unique Edges:  2.2179
	Redundancy:  0.0006
	Avg Segment Hops:  2.2179
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9852
	Precision:  0.0208
	F1 Score:  0.0406
GT-Edge Overlap Metrics
	Recall:  0.5406
	Precision:  0.5589
	F1 Score:  0.5461
Node-Set Overlap Metrics
	Recall:  0.7853
	Precision:  0.8615
	F1 Score:  0.8154
Path Edit Distance Metrics:
	Overall Average:  0.4759
		2-Hop:  0.4529
		4-Hop:  0.6187
		3-Hop:  0.4668
Relation-Set Overlap Metrics
	Recall:  0.6407
	Precision:  0.7126
	F1 Score:  0.6651
Relation Edit Distance Metrics:
	Overall Average:  0.3834
		2-Hop:  0.3799
		4-Hop:  0.4372
		3-Hop:  0.3690

Score for iteration 2100
Answer Metrics
	Hits@1:  0.7243
	Hits@3:  0.8605
	Hits@5:  0.8985
	Hits@10:  0.9377
	Hits@20:  0.9653
	MRR:  0.8026
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7015
		MRR:  0.7886
	4-Hop
		Hits@1:  0.7207
		MRR:  0.7973
	3-Hop
		Hits@1:  0.7745
		MRR:  0.8349
Valid Action Count at Each Step
	Overall Average: 33.3487
		Step 1: 20.9075
		Step 2: 28.8533
		Step 3: 32.9074
		Step 4: 50.7267
Entropy Metrics
	Question Entropy:  0.1836
	Path Entropy:  0.7342
		Step 1:  0.0650
		Step 2:  0.0967
		Step 3:  0.2138
		Step 4:  0.3587
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4137
	Restart Rate:  0.0000
	No-Op Rate:  0.4137
	Cycle Rate:  0.0150
	Backtrack Rate:  0.0000
	Unique Edges:  2.3393
	Redundancy:  0.0024
	Avg Segment Hops:  2.3451
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9826
	Precision:  0.0217
	F1 Score:  0.0423
GT-Edge Overlap Metrics
	Recall:  0.5865
	Precision:  0.5947
	F1 Score:  0.5859
Node-Set Overlap Metrics
	Recall:  0.8134
	Precision:  0.8684
	F1 Score:  0.8327
Path Edit Distance Metrics:
	Overall Average:  0.4361
		2-Hop:  0.4418
		4-Hop:  0.5573
		3-Hop:  0.3743
Relation-Set Overlap Metrics
	Recall:  0.6885
	Precision:  0.7484
	F1 Score:  0.7058
Relation Edit Distance Metrics:
	Overall Average:  0.3445
		2-Hop:  0.3624
		4-Hop:  0.3939
		3-Hop:  0.2861

Score for iteration 2200
Answer Metrics
	Hits@1:  0.7963
	Hits@3:  0.9017
	Hits@5:  0.9254
	Hits@10:  0.9505
	Hits@20:  0.9659
	MRR:  0.8553
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8188
		MRR:  0.8724
	4-Hop
		Hits@1:  0.7207
		MRR:  0.8036
	3-Hop
		Hits@1:  0.7790
		MRR:  0.8399
Valid Action Count at Each Step
	Overall Average: 31.6724
		Step 1: 20.9075
		Step 2: 26.6528
		Step 3: 28.5727
		Step 4: 50.5567
Entropy Metrics
	Question Entropy:  0.1738
	Path Entropy:  0.6951
		Step 1:  0.0628
		Step 2:  0.0817
		Step 3:  0.2062
		Step 4:  0.3444
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4430
	Restart Rate:  0.0000
	No-Op Rate:  0.4430
	Cycle Rate:  0.0029
	Backtrack Rate:  0.0000
	Unique Edges:  2.2281
	Redundancy:  0.0000
	Avg Segment Hops:  2.2281
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9865
	Precision:  0.0211
	F1 Score:  0.0413
GT-Edge Overlap Metrics
	Recall:  0.6346
	Precision:  0.6647
	F1 Score:  0.6460
Node-Set Overlap Metrics
	Recall:  0.8359
	Precision:  0.9051
	F1 Score:  0.8640
Path Edit Distance Metrics:
	Overall Average:  0.3709
		2-Hop:  0.3300
		4-Hop:  0.5768
		3-Hop:  0.3745
Relation-Set Overlap Metrics
	Recall:  0.7329
	Precision:  0.8196
	F1 Score:  0.7640
Relation Edit Distance Metrics:
	Overall Average:  0.2779
		2-Hop:  0.2527
		4-Hop:  0.4022
		3-Hop:  0.2811

Score for iteration 2300
Answer Metrics
	Hits@1:  0.7680
	Hits@3:  0.8914
	Hits@5:  0.9235
	Hits@10:  0.9441
	Hits@20:  0.9621
	MRR:  0.8368
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8092
		MRR:  0.8693
	4-Hop
		Hits@1:  0.6648
		MRR:  0.7492
	3-Hop
		Hits@1:  0.7221
		MRR:  0.8033
Valid Action Count at Each Step
	Overall Average: 31.9859
		Step 1: 20.9075
		Step 2: 23.0079
		Step 3: 25.5920
		Step 4: 58.4363
Entropy Metrics
	Question Entropy:  0.1219
	Path Entropy:  0.4875
		Step 1:  0.0315
		Step 2:  0.0412
		Step 3:  0.1176
		Step 4:  0.2972
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4632
	Restart Rate:  0.0000
	No-Op Rate:  0.4632
	Cycle Rate:  0.0086
	Backtrack Rate:  0.0000
	Unique Edges:  2.1433
	Redundancy:  0.0010
	Avg Segment Hops:  2.1472
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9794
	Precision:  0.0187
	F1 Score:  0.0365
GT-Edge Overlap Metrics
	Recall:  0.6084
	Precision:  0.6486
	F1 Score:  0.6239
Node-Set Overlap Metrics
	Recall:  0.8180
	Precision:  0.9050
	F1 Score:  0.8537
Path Edit Distance Metrics:
	Overall Average:  0.3946
		2-Hop:  0.3207
		4-Hop:  0.6313
		3-Hop:  0.4560
Relation-Set Overlap Metrics
	Recall:  0.7078
	Precision:  0.8113
	F1 Score:  0.7460
Relation Edit Distance Metrics:
	Overall Average:  0.2997
		2-Hop:  0.2516
		4-Hop:  0.4497
		3-Hop:  0.3413

Score for iteration 2400
Answer Metrics
	Hits@1:  0.7776
	Hits@3:  0.8927
	Hits@5:  0.9210
	Hits@10:  0.9492
	Hits@20:  0.9704
	MRR:  0.8426
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7942
		MRR:  0.8563
	4-Hop
		Hits@1:  0.7374
		MRR:  0.8009
	3-Hop
		Hits@1:  0.7585
		MRR:  0.8305
Valid Action Count at Each Step
	Overall Average: 34.4269
		Step 1: 20.9075
		Step 2: 27.1353
		Step 3: 35.4207
		Step 4: 54.2443
Entropy Metrics
	Question Entropy:  0.1576
	Path Entropy:  0.6303
		Step 1:  0.0533
		Step 2:  0.0765
		Step 3:  0.1855
		Step 4:  0.3150
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4325
	Restart Rate:  0.0000
	No-Op Rate:  0.4325
	Cycle Rate:  0.0108
	Backtrack Rate:  0.0000
	Unique Edges:  2.2622
	Redundancy:  0.0020
	Avg Segment Hops:  2.2699
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9852
	Precision:  0.0212
	F1 Score:  0.0413
GT-Edge Overlap Metrics
	Recall:  0.6159
	Precision:  0.6392
	F1 Score:  0.6235
Node-Set Overlap Metrics
	Recall:  0.8288
	Precision:  0.8966
	F1 Score:  0.8555
Path Edit Distance Metrics:
	Overall Average:  0.3948
		2-Hop:  0.3740
		4-Hop:  0.5642
		3-Hop:  0.3702
Relation-Set Overlap Metrics
	Recall:  0.7196
	Precision:  0.7970
	F1 Score:  0.7463
Relation Edit Distance Metrics:
	Overall Average:  0.3021
		2-Hop:  0.2962
		4-Hop:  0.3855
		3-Hop:  0.2806

Score for iteration 2500
Answer Metrics
	Hits@1:  0.8194
	Hits@3:  0.9158
	Hits@5:  0.9332
	Hits@10:  0.9550
	Hits@20:  0.9685
	MRR:  0.8716
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8305
		MRR:  0.8821
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8706
	3-Hop
		Hits@1:  0.7927
		MRR:  0.8497
Valid Action Count at Each Step
	Overall Average: 31.9258
		Step 1: 20.9075
		Step 2: 25.3095
		Step 3: 29.9672
		Step 4: 51.5191
Entropy Metrics
	Question Entropy:  0.1595
	Path Entropy:  0.6379
		Step 1:  0.0491
		Step 2:  0.0767
		Step 3:  0.2031
		Step 4:  0.3089
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4230
	Restart Rate:  0.0000
	No-Op Rate:  0.4230
	Cycle Rate:  0.0103
	Backtrack Rate:  0.0000
	Unique Edges:  2.3053
	Redundancy:  0.0007
	Avg Segment Hops:  2.3078
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9859
	Precision:  0.0200
	F1 Score:  0.0390
GT-Edge Overlap Metrics
	Recall:  0.6447
	Precision:  0.6658
	F1 Score:  0.6518
Node-Set Overlap Metrics
	Recall:  0.8445
	Precision:  0.9069
	F1 Score:  0.8693
Path Edit Distance Metrics:
	Overall Average:  0.3662
		2-Hop:  0.3424
		4-Hop:  0.4679
		3-Hop:  0.3757
Relation-Set Overlap Metrics
	Recall:  0.7460
	Precision:  0.8205
	F1 Score:  0.7715
Relation Edit Distance Metrics:
	Overall Average:  0.2709
		2-Hop:  0.2628
		4-Hop:  0.3073
		3-Hop:  0.2735

Score for iteration 2600
Answer Metrics
	Hits@1:  0.7969
	Hits@3:  0.9055
	Hits@5:  0.9312
	Hits@10:  0.9589
	Hits@20:  0.9711
	MRR:  0.8570
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8113
		MRR:  0.8695
	4-Hop
		Hits@1:  0.7877
		MRR:  0.8394
	3-Hop
		Hits@1:  0.7699
		MRR:  0.8374
Valid Action Count at Each Step
	Overall Average: 35.0763
		Step 1: 20.9075
		Step 2: 25.5656
		Step 3: 28.1500
		Step 4: 65.6824
Entropy Metrics
	Question Entropy:  0.1180
	Path Entropy:  0.4718
		Step 1:  0.0461
		Step 2:  0.0465
		Step 3:  0.1188
		Step 4:  0.2604
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4767
	Restart Rate:  0.0000
	No-Op Rate:  0.4767
	Cycle Rate:  0.0031
	Backtrack Rate:  0.0000
	Unique Edges:  2.0932
	Redundancy:  0.0006
	Avg Segment Hops:  2.0932
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9884
	Precision:  0.0195
	F1 Score:  0.0380
GT-Edge Overlap Metrics
	Recall:  0.5835
	Precision:  0.6299
	F1 Score:  0.6013
Node-Set Overlap Metrics
	Recall:  0.8125
	Precision:  0.9137
	F1 Score:  0.8541
Path Edit Distance Metrics:
	Overall Average:  0.4190
		2-Hop:  0.3715
		4-Hop:  0.5908
		3-Hop:  0.4503
Relation-Set Overlap Metrics
	Recall:  0.6939
	Precision:  0.8086
	F1 Score:  0.7360
Relation Edit Distance Metrics:
	Overall Average:  0.3109
		2-Hop:  0.2864
		4-Hop:  0.3939
		3-Hop:  0.3293

Score for iteration 2700
Answer Metrics
	Hits@1:  0.7808
	Hits@3:  0.8901
	Hits@5:  0.9152
	Hits@10:  0.9460
	Hits@20:  0.9647
	MRR:  0.8434
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7857
		MRR:  0.8470
	4-Hop
		Hits@1:  0.7821
		MRR:  0.8479
	3-Hop
		Hits@1:  0.7699
		MRR:  0.8337
Valid Action Count at Each Step
	Overall Average: 34.4422
		Step 1: 20.9075
		Step 2: 27.7292
		Step 3: 31.9509
		Step 4: 57.1810
Entropy Metrics
	Question Entropy:  0.1388
	Path Entropy:  0.5552
		Step 1:  0.0538
		Step 2:  0.0685
		Step 3:  0.1600
		Step 4:  0.2728
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4007
	Restart Rate:  0.0000
	No-Op Rate:  0.4007
	Cycle Rate:  0.0227
	Backtrack Rate:  0.0000
	Unique Edges:  2.3798
	Redundancy:  0.0048
	Avg Segment Hops:  2.3972
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9839
	Precision:  0.0207
	F1 Score:  0.0404
GT-Edge Overlap Metrics
	Recall:  0.6516
	Precision:  0.6499
	F1 Score:  0.6466
Node-Set Overlap Metrics
	Recall:  0.8516
	Precision:  0.8997
	F1 Score:  0.8692
Path Edit Distance Metrics:
	Overall Average:  0.3776
		2-Hop:  0.3473
		4-Hop:  0.5154
		3-Hop:  0.3863
Relation-Set Overlap Metrics
	Recall:  0.7494
	Precision:  0.8032
	F1 Score:  0.7649
Relation Edit Distance Metrics:
	Overall Average:  0.2863
		2-Hop:  0.2739
		4-Hop:  0.3352
		3-Hop:  0.2927

Score for iteration 2800
Answer Metrics
	Hits@1:  0.8393
	Hits@3:  0.9222
	Hits@5:  0.9402
	Hits@10:  0.9563
	Hits@20:  0.9711
	MRR:  0.8856
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8635
		MRR:  0.9058
	4-Hop
		Hits@1:  0.7765
		MRR:  0.8325
	3-Hop
		Hits@1:  0.8132
		MRR:  0.8640
Valid Action Count at Each Step
	Overall Average: 32.6105
		Step 1: 20.9075
		Step 2: 24.8227
		Step 3: 27.3315
		Step 4: 57.3803
Entropy Metrics
	Question Entropy:  0.1088
	Path Entropy:  0.4351
		Step 1:  0.0346
		Step 2:  0.0366
		Step 3:  0.1021
		Step 4:  0.2619
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4454
	Restart Rate:  0.0000
	No-Op Rate:  0.4454
	Cycle Rate:  0.0092
	Backtrack Rate:  0.0000
	Unique Edges:  2.2159
	Redundancy:  0.0014
	Avg Segment Hops:  2.2185
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9859
	Precision:  0.0194
	F1 Score:  0.0380
GT-Edge Overlap Metrics
	Recall:  0.6385
	Precision:  0.6657
	F1 Score:  0.6489
Node-Set Overlap Metrics
	Recall:  0.8444
	Precision:  0.9210
	F1 Score:  0.8756
Path Edit Distance Metrics:
	Overall Average:  0.3661
		2-Hop:  0.3266
		4-Hop:  0.5293
		3-Hop:  0.3838
Relation-Set Overlap Metrics
	Recall:  0.7417
	Precision:  0.8285
	F1 Score:  0.7733
Relation Edit Distance Metrics:
	Overall Average:  0.2682
		2-Hop:  0.2500
		4-Hop:  0.3450
		3-Hop:  0.2756

Score for iteration 2900
Answer Metrics
	Hits@1:  0.8258
	Hits@3:  0.9210
	Hits@5:  0.9396
	Hits@10:  0.9576
	Hits@20:  0.9717
	MRR:  0.8776
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8337
		MRR:  0.8878
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8687
	3-Hop
		Hits@1:  0.8087
		MRR:  0.8594
Valid Action Count at Each Step
	Overall Average: 33.4582
		Step 1: 20.9075
		Step 2: 26.4003
		Step 3: 29.7124
		Step 4: 56.8126
Entropy Metrics
	Question Entropy:  0.1241
	Path Entropy:  0.4963
		Step 1:  0.0371
		Step 2:  0.0437
		Step 3:  0.1186
		Step 4:  0.2969
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4324
	Restart Rate:  0.0000
	No-Op Rate:  0.4324
	Cycle Rate:  0.0109
	Backtrack Rate:  0.0000
	Unique Edges:  2.2648
	Redundancy:  0.0015
	Avg Segment Hops:  2.2706
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9852
	Precision:  0.0192
	F1 Score:  0.0376
GT-Edge Overlap Metrics
	Recall:  0.6393
	Precision:  0.6541
	F1 Score:  0.6435
Node-Set Overlap Metrics
	Recall:  0.8471
	Precision:  0.9161
	F1 Score:  0.8747
Path Edit Distance Metrics:
	Overall Average:  0.3717
		2-Hop:  0.3466
		4-Hop:  0.4958
		3-Hop:  0.3749
Relation-Set Overlap Metrics
	Recall:  0.7393
	Precision:  0.8142
	F1 Score:  0.7660
Relation Edit Distance Metrics:
	Overall Average:  0.2785
		2-Hop:  0.2718
		4-Hop:  0.3296
		3-Hop:  0.2720

Score for iteration 3000
Answer Metrics
	Hits@1:  0.8413
	Hits@3:  0.9235
	Hits@5:  0.9428
	Hits@10:  0.9608
	Hits@20:  0.9717
	MRR:  0.8867
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8657
		MRR:  0.9062
	4-Hop
		Hits@1:  0.7821
		MRR:  0.8424
	3-Hop
		Hits@1:  0.8132
		MRR:  0.8630
Valid Action Count at Each Step
	Overall Average: 31.9005
		Step 1: 20.9075
		Step 2: 27.6000
		Step 3: 30.0011
		Step 4: 49.0933
Entropy Metrics
	Question Entropy:  0.1256
	Path Entropy:  0.5026
		Step 1:  0.0347
		Step 2:  0.0515
		Step 3:  0.1526
		Step 4:  0.2638
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4163
	Restart Rate:  0.0000
	No-Op Rate:  0.4163
	Cycle Rate:  0.0094
	Backtrack Rate:  0.0000
	Unique Edges:  2.3278
	Redundancy:  0.0018
	Avg Segment Hops:  2.3348
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9865
	Precision:  0.0203
	F1 Score:  0.0397
GT-Edge Overlap Metrics
	Recall:  0.6653
	Precision:  0.6772
	F1 Score:  0.6685
Node-Set Overlap Metrics
	Recall:  0.8594
	Precision:  0.9131
	F1 Score:  0.8803
Path Edit Distance Metrics:
	Overall Average:  0.3445
		2-Hop:  0.3178
		4-Hop:  0.4679
		3-Hop:  0.3514
Relation-Set Overlap Metrics
	Recall:  0.7643
	Precision:  0.8302
	F1 Score:  0.7866
Relation Edit Distance Metrics:
	Overall Average:  0.2535
		2-Hop:  0.2413
		4-Hop:  0.2933
		3-Hop:  0.2633

Score for iteration 3100
Answer Metrics
	Hits@1:  0.8483
	Hits@3:  0.9299
	Hits@5:  0.9499
	Hits@10:  0.9621
	Hits@20:  0.9698
	MRR:  0.8923
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8603
		MRR:  0.9031
	4-Hop
		Hits@1:  0.8156
		MRR:  0.8640
	3-Hop
		Hits@1:  0.8360
		MRR:  0.8809
Valid Action Count at Each Step
	Overall Average: 33.6912
		Step 1: 20.9075
		Step 2: 24.4181
		Step 3: 27.5977
		Step 4: 61.8416
Entropy Metrics
	Question Entropy:  0.1140
	Path Entropy:  0.4559
		Step 1:  0.0395
		Step 2:  0.0377
		Step 3:  0.1063
		Step 4:  0.2725
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4518
	Restart Rate:  0.0000
	No-Op Rate:  0.4518
	Cycle Rate:  0.0055
	Backtrack Rate:  0.0000
	Unique Edges:  2.1909
	Redundancy:  0.0012
	Avg Segment Hops:  2.1928
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9839
	Precision:  0.0193
	F1 Score:  0.0377
GT-Edge Overlap Metrics
	Recall:  0.6385
	Precision:  0.6693
	F1 Score:  0.6502
Node-Set Overlap Metrics
	Recall:  0.8451
	Precision:  0.9237
	F1 Score:  0.8774
Path Edit Distance Metrics:
	Overall Average:  0.3657
		2-Hop:  0.3170
		4-Hop:  0.5615
		3-Hop:  0.3899
Relation-Set Overlap Metrics
	Recall:  0.7443
	Precision:  0.8358
	F1 Score:  0.7780
Relation Edit Distance Metrics:
	Overall Average:  0.2640
		2-Hop:  0.2397
		4-Hop:  0.3631
		3-Hop:  0.2754

Score for iteration 3200
Answer Metrics
	Hits@1:  0.8464
	Hits@3:  0.9248
	Hits@5:  0.9364
	Hits@10:  0.9589
	Hits@20:  0.9756
	MRR:  0.8890
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8806
		MRR:  0.9176
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8766
	3-Hop
		Hits@1:  0.7768
		MRR:  0.8329
Valid Action Count at Each Step
	Overall Average: 31.7872
		Step 1: 20.9075
		Step 2: 27.7748
		Step 3: 29.0573
		Step 4: 49.4092
Entropy Metrics
	Question Entropy:  0.1173
	Path Entropy:  0.4693
		Step 1:  0.0374
		Step 2:  0.0490
		Step 3:  0.1450
		Step 4:  0.2379
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4491
	Restart Rate:  0.0000
	No-Op Rate:  0.4491
	Cycle Rate:  0.0063
	Backtrack Rate:  0.0000
	Unique Edges:  2.2024
	Redundancy:  0.0004
	Avg Segment Hops:  2.2037
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9852
	Precision:  0.0197
	F1 Score:  0.0385
GT-Edge Overlap Metrics
	Recall:  0.6571
	Precision:  0.6875
	F1 Score:  0.6690
Node-Set Overlap Metrics
	Recall:  0.8504
	Precision:  0.9259
	F1 Score:  0.8816
Path Edit Distance Metrics:
	Overall Average:  0.3459
		2-Hop:  0.2823
		4-Hop:  0.5112
		3-Hop:  0.4142
Relation-Set Overlap Metrics
	Recall:  0.7557
	Precision:  0.8452
	F1 Score:  0.7888
Relation Edit Distance Metrics:
	Overall Average:  0.2523
		2-Hop:  0.2120
		4-Hop:  0.3254
		3-Hop:  0.3087

Score for iteration 3300
Answer Metrics
	Hits@1:  0.8361
	Hits@3:  0.9171
	Hits@5:  0.9389
	Hits@10:  0.9634
	Hits@20:  0.9743
	MRR:  0.8829
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8571
		MRR:  0.9000
	4-Hop
		Hits@1:  0.8492
		MRR:  0.8895
	3-Hop
		Hits@1:  0.7859
		MRR:  0.8435
Valid Action Count at Each Step
	Overall Average: 32.5489
		Step 1: 20.9075
		Step 2: 27.6138
		Step 3: 26.6422
		Step 4: 55.0320
Entropy Metrics
	Question Entropy:  0.1047
	Path Entropy:  0.4187
		Step 1:  0.0363
		Step 2:  0.0297
		Step 3:  0.1055
		Step 4:  0.2472
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4489
	Restart Rate:  0.0000
	No-Op Rate:  0.4489
	Cycle Rate:  0.0067
	Backtrack Rate:  0.0000
	Unique Edges:  2.2024
	Redundancy:  0.0005
	Avg Segment Hops:  2.2044
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9846
	Precision:  0.0187
	F1 Score:  0.0367
GT-Edge Overlap Metrics
	Recall:  0.6409
	Precision:  0.6723
	F1 Score:  0.6533
Node-Set Overlap Metrics
	Recall:  0.8439
	Precision:  0.9216
	F1 Score:  0.8760
Path Edit Distance Metrics:
	Overall Average:  0.3613
		2-Hop:  0.3044
		4-Hop:  0.4679
		3-Hop:  0.4394
Relation-Set Overlap Metrics
	Recall:  0.7457
	Precision:  0.8368
	F1 Score:  0.7794
Relation Edit Distance Metrics:
	Overall Average:  0.2607
		2-Hop:  0.2303
		4-Hop:  0.2793
		3-Hop:  0.3181

Score for iteration 3400
Answer Metrics
	Hits@1:  0.7937
	Hits@3:  0.8920
	Hits@5:  0.9287
	Hits@10:  0.9544
	Hits@20:  0.9717
	MRR:  0.8530
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8092
		MRR:  0.8686
	4-Hop
		Hits@1:  0.7765
		MRR:  0.8320
	3-Hop
		Hits@1:  0.7677
		MRR:  0.8281
Valid Action Count at Each Step
	Overall Average: 32.0408
		Step 1: 20.9075
		Step 2: 26.8460
		Step 3: 27.1086
		Step 4: 53.3012
Entropy Metrics
	Question Entropy:  0.1152
	Path Entropy:  0.4609
		Step 1:  0.0371
		Step 2:  0.0371
		Step 3:  0.1147
		Step 4:  0.2720
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4960
	Restart Rate:  0.0000
	No-Op Rate:  0.4960
	Cycle Rate:  0.0022
	Backtrack Rate:  0.0000
	Unique Edges:  2.0161
	Redundancy:  0.0006
	Avg Segment Hops:  2.0161
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9865
	Precision:  0.0195
	F1 Score:  0.0381
GT-Edge Overlap Metrics
	Recall:  0.5658
	Precision:  0.6201
	F1 Score:  0.5863
Node-Set Overlap Metrics
	Recall:  0.8020
	Precision:  0.9198
	F1 Score:  0.8501
Path Edit Distance Metrics:
	Overall Average:  0.4353
		2-Hop:  0.3882
		4-Hop:  0.5992
		3-Hop:  0.4689
Relation-Set Overlap Metrics
	Recall:  0.6774
	Precision:  0.8060
	F1 Score:  0.7242
Relation Edit Distance Metrics:
	Overall Average:  0.3259
		2-Hop:  0.3008
		4-Hop:  0.4148
		3-Hop:  0.3434

Score for iteration 3500
Answer Metrics
	Hits@1:  0.8316
	Hits@3:  0.9248
	Hits@5:  0.9441
	Hits@10:  0.9614
	Hits@20:  0.9749
	MRR:  0.8828
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9089
	4-Hop
		Hits@1:  0.7263
		MRR:  0.7976
	3-Hop
		Hits@1:  0.7950
		MRR:  0.8617
Valid Action Count at Each Step
	Overall Average: 30.6306
		Step 1: 20.9075
		Step 2: 26.7583
		Step 3: 27.7085
		Step 4: 47.1482
Entropy Metrics
	Question Entropy:  0.0938
	Path Entropy:  0.3752
		Step 1:  0.0284
		Step 2:  0.0292
		Step 3:  0.1106
		Step 4:  0.2070
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4532
	Restart Rate:  0.0000
	No-Op Rate:  0.4532
	Cycle Rate:  0.0046
	Backtrack Rate:  0.0000
	Unique Edges:  2.1870
	Redundancy:  0.0000
	Avg Segment Hops:  2.1870
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9859
	Precision:  0.0201
	F1 Score:  0.0393
GT-Edge Overlap Metrics
	Recall:  0.6477
	Precision:  0.6803
	F1 Score:  0.6605
Node-Set Overlap Metrics
	Recall:  0.8465
	Precision:  0.9245
	F1 Score:  0.8787
Path Edit Distance Metrics:
	Overall Average:  0.3546
		2-Hop:  0.2983
		4-Hop:  0.5503
		3-Hop:  0.3952
Relation-Set Overlap Metrics
	Recall:  0.7497
	Precision:  0.8403
	F1 Score:  0.7833
Relation Edit Distance Metrics:
	Overall Average:  0.2562
		2-Hop:  0.2225
		4-Hop:  0.3673
		3-Hop:  0.2828

Score for iteration 3600
Answer Metrics
	Hits@1:  0.8246
	Hits@3:  0.9274
	Hits@5:  0.9454
	Hits@10:  0.9627
	Hits@20:  0.9749
	MRR:  0.8802
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8454
		MRR:  0.8961
	4-Hop
		Hits@1:  0.7933
		MRR:  0.8600
	3-Hop
		Hits@1:  0.7927
		MRR:  0.8543
Valid Action Count at Each Step
	Overall Average: 32.8917
		Step 1: 20.9075
		Step 2: 29.1448
		Step 3: 29.3577
		Step 4: 52.1569
Entropy Metrics
	Question Entropy:  0.1046
	Path Entropy:  0.4184
		Step 1:  0.0410
		Step 2:  0.0503
		Step 3:  0.1184
		Step 4:  0.2087
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4574
	Restart Rate:  0.0000
	No-Op Rate:  0.4574
	Cycle Rate:  0.0047
	Backtrack Rate:  0.0000
	Unique Edges:  2.1703
	Redundancy:  0.0000
	Avg Segment Hops:  2.1703
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0213
	F1 Score:  0.0414
GT-Edge Overlap Metrics
	Recall:  0.6247
	Precision:  0.6623
	F1 Score:  0.6390
Node-Set Overlap Metrics
	Recall:  0.8358
	Precision:  0.9210
	F1 Score:  0.8708
Path Edit Distance Metrics:
	Overall Average:  0.3783
		2-Hop:  0.3328
		4-Hop:  0.5545
		3-Hop:  0.4036
Relation-Set Overlap Metrics
	Recall:  0.7360
	Precision:  0.8380
	F1 Score:  0.7731
Relation Edit Distance Metrics:
	Overall Average:  0.2698
		2-Hop:  0.2473
		4-Hop:  0.3617
		3-Hop:  0.2804

Score for iteration 3700
Answer Metrics
	Hits@1:  0.8464
	Hits@3:  0.9287
	Hits@5:  0.9460
	Hits@10:  0.9647
	Hits@20:  0.9762
	MRR:  0.8915
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8742
		MRR:  0.9130
	4-Hop
		Hits@1:  0.8156
		MRR:  0.8693
	3-Hop
		Hits@1:  0.7995
		MRR:  0.8547
Valid Action Count at Each Step
	Overall Average: 29.8237
		Step 1: 20.9075
		Step 2: 27.6086
		Step 3: 26.9622
		Step 4: 43.8167
Entropy Metrics
	Question Entropy:  0.0904
	Path Entropy:  0.3618
		Step 1:  0.0254
		Step 2:  0.0321
		Step 3:  0.1149
		Step 4:  0.1894
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4496
	Restart Rate:  0.0000
	No-Op Rate:  0.4496
	Cycle Rate:  0.0026
	Backtrack Rate:  0.0000
	Unique Edges:  2.2018
	Redundancy:  0.0000
	Avg Segment Hops:  2.2018
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0205
	F1 Score:  0.0401
GT-Edge Overlap Metrics
	Recall:  0.6583
	Precision:  0.6899
	F1 Score:  0.6707
Node-Set Overlap Metrics
	Recall:  0.8509
	Precision:  0.9250
	F1 Score:  0.8815
Path Edit Distance Metrics:
	Overall Average:  0.3434
		2-Hop:  0.2964
		4-Hop:  0.5349
		3-Hop:  0.3658
Relation-Set Overlap Metrics
	Recall:  0.7587
	Precision:  0.8485
	F1 Score:  0.7918
Relation Edit Distance Metrics:
	Overall Average:  0.2463
		2-Hop:  0.2225
		4-Hop:  0.3310
		3-Hop:  0.2627

Score for iteration 3800
Answer Metrics
	Hits@1:  0.8670
	Hits@3:  0.9338
	Hits@5:  0.9518
	Hits@10:  0.9647
	Hits@20:  0.9775
	MRR:  0.9051
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8881
		MRR:  0.9209
	4-Hop
		Hits@1:  0.8547
		MRR:  0.8984
	3-Hop
		Hits@1:  0.8269
		MRR:  0.8743
Valid Action Count at Each Step
	Overall Average: 33.1210
		Step 1: 20.9075
		Step 2: 27.2398
		Step 3: 26.7646
		Step 4: 57.5721
Entropy Metrics
	Question Entropy:  0.0772
	Path Entropy:  0.3089
		Step 1:  0.0235
		Step 2:  0.0289
		Step 3:  0.0908
		Step 4:  0.1657
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4312
	Restart Rate:  0.0000
	No-Op Rate:  0.4312
	Cycle Rate:  0.0075
	Backtrack Rate:  0.0000
	Unique Edges:  2.2751
	Redundancy:  0.0000
	Avg Segment Hops:  2.2751
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0193
	F1 Score:  0.0378
GT-Edge Overlap Metrics
	Recall:  0.6801
	Precision:  0.7029
	F1 Score:  0.6888
Node-Set Overlap Metrics
	Recall:  0.8676
	Precision:  0.9294
	F1 Score:  0.8930
Path Edit Distance Metrics:
	Overall Average:  0.3249
		2-Hop:  0.2708
		4-Hop:  0.4511
		3-Hop:  0.3890
Relation-Set Overlap Metrics
	Recall:  0.7805
	Precision:  0.8555
	F1 Score:  0.8078
Relation Edit Distance Metrics:
	Overall Average:  0.2299
		2-Hop:  0.1981
		4-Hop:  0.2723
		3-Hop:  0.2804

Score for iteration 3900
Answer Metrics
	Hits@1:  0.8573
	Hits@3:  0.9364
	Hits@5:  0.9537
	Hits@10:  0.9666
	Hits@20:  0.9743
	MRR:  0.9003
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8699
		MRR:  0.9102
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8832
	3-Hop
		Hits@1:  0.8428
		MRR:  0.8860
Valid Action Count at Each Step
	Overall Average: 33.0286
		Step 1: 20.9075
		Step 2: 27.2766
		Step 3: 28.9668
		Step 4: 54.9637
Entropy Metrics
	Question Entropy:  0.0851
	Path Entropy:  0.3406
		Step 1:  0.0303
		Step 2:  0.0356
		Step 3:  0.0976
		Step 4:  0.1771
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4234
	Restart Rate:  0.0000
	No-Op Rate:  0.4234
	Cycle Rate:  0.0080
	Backtrack Rate:  0.0000
	Unique Edges:  2.3053
	Redundancy:  0.0004
	Avg Segment Hops:  2.3066
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9852
	Precision:  0.0198
	F1 Score:  0.0386
GT-Edge Overlap Metrics
	Recall:  0.6795
	Precision:  0.6971
	F1 Score:  0.6857
Node-Set Overlap Metrics
	Recall:  0.8661
	Precision:  0.9212
	F1 Score:  0.8883
Path Edit Distance Metrics:
	Overall Average:  0.3274
		2-Hop:  0.2918
		4-Hop:  0.4944
		3-Hop:  0.3354
Relation-Set Overlap Metrics
	Recall:  0.7793
	Precision:  0.8491
	F1 Score:  0.8039
Relation Edit Distance Metrics:
	Overall Average:  0.2328
		2-Hop:  0.2139
		4-Hop:  0.3226
		3-Hop:  0.2363

Score for iteration 4000
Answer Metrics
	Hits@1:  0.8766
	Hits@3:  0.9441
	Hits@5:  0.9576
	Hits@10:  0.9704
	Hits@20:  0.9762
	MRR:  0.9131
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8827
		MRR:  0.9196
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9234
	3-Hop
		Hits@1:  0.8565
		MRR:  0.8953
Valid Action Count at Each Step
	Overall Average: 33.1071
		Step 1: 20.9075
		Step 2: 28.3773
		Step 3: 28.9705
		Step 4: 54.1731
Entropy Metrics
	Question Entropy:  0.0842
	Path Entropy:  0.3370
		Step 1:  0.0327
		Step 2:  0.0303
		Step 3:  0.0971
		Step 4:  0.1768
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4314
	Restart Rate:  0.0000
	No-Op Rate:  0.4314
	Cycle Rate:  0.0055
	Backtrack Rate:  0.0000
	Unique Edges:  2.2738
	Redundancy:  0.0002
	Avg Segment Hops:  2.2744
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9852
	Precision:  0.0193
	F1 Score:  0.0378
GT-Edge Overlap Metrics
	Recall:  0.6808
	Precision:  0.7022
	F1 Score:  0.6885
Node-Set Overlap Metrics
	Recall:  0.8692
	Precision:  0.9302
	F1 Score:  0.8941
Path Edit Distance Metrics:
	Overall Average:  0.3260
		2-Hop:  0.2768
		4-Hop:  0.5140
		3-Hop:  0.3546
Relation-Set Overlap Metrics
	Recall:  0.7832
	Precision:  0.8580
	F1 Score:  0.8102
Relation Edit Distance Metrics:
	Overall Average:  0.2307
		2-Hop:  0.2059
		4-Hop:  0.3240
		3-Hop:  0.2454

Score for iteration 4100
Answer Metrics
	Hits@1:  0.8284
	Hits@3:  0.9229
	Hits@5:  0.9441
	Hits@10:  0.9614
	Hits@20:  0.9737
	MRR:  0.8813
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8326
		MRR:  0.8887
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9144
	3-Hop
		Hits@1:  0.7950
		MRR:  0.8519
Valid Action Count at Each Step
	Overall Average: 32.1738
		Step 1: 20.9075
		Step 2: 27.1549
		Step 3: 28.1705
		Step 4: 52.4621
Entropy Metrics
	Question Entropy:  0.0859
	Path Entropy:  0.3436
		Step 1:  0.0265
		Step 2:  0.0311
		Step 3:  0.0901
		Step 4:  0.1959
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4280
	Restart Rate:  0.0000
	No-Op Rate:  0.4280
	Cycle Rate:  0.0058
	Backtrack Rate:  0.0000
	Unique Edges:  2.2879
	Redundancy:  0.0000
	Avg Segment Hops:  2.2879
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9871
	Precision:  0.0195
	F1 Score:  0.0380
GT-Edge Overlap Metrics
	Recall:  0.6601
	Precision:  0.6769
	F1 Score:  0.6659
Node-Set Overlap Metrics
	Recall:  0.8539
	Precision:  0.9135
	F1 Score:  0.8780
Path Edit Distance Metrics:
	Overall Average:  0.3483
		2-Hop:  0.3182
		4-Hop:  0.4777
		3-Hop:  0.3597
Relation-Set Overlap Metrics
	Recall:  0.7587
	Precision:  0.8288
	F1 Score:  0.7837
Relation Edit Distance Metrics:
	Overall Average:  0.2556
		2-Hop:  0.2447
		4-Hop:  0.2961
		3-Hop:  0.2623

Score for iteration 4200
Answer Metrics
	Hits@1:  0.8380
	Hits@3:  0.9357
	Hits@5:  0.9512
	Hits@10:  0.9634
	Hits@20:  0.9704
	MRR:  0.8892
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8646
		MRR:  0.9113
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9116
	3-Hop
		Hits@1:  0.7654
		MRR:  0.8330
Valid Action Count at Each Step
	Overall Average: 35.8652
		Step 1: 20.9075
		Step 2: 27.5583
		Step 3: 27.3676
		Step 4: 67.6276
Entropy Metrics
	Question Entropy:  0.0821
	Path Entropy:  0.3286
		Step 1:  0.0221
		Step 2:  0.0250
		Step 3:  0.0892
		Step 4:  0.1923
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4494
	Restart Rate:  0.0000
	No-Op Rate:  0.4494
	Cycle Rate:  0.0058
	Backtrack Rate:  0.0000
	Unique Edges:  2.2024
	Redundancy:  0.0000
	Avg Segment Hops:  2.2024
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9865
	Precision:  0.0178
	F1 Score:  0.0349
GT-Edge Overlap Metrics
	Recall:  0.6332
	Precision:  0.6661
	F1 Score:  0.6457
Node-Set Overlap Metrics
	Recall:  0.8409
	Precision:  0.9190
	F1 Score:  0.8731
Path Edit Distance Metrics:
	Overall Average:  0.3736
		2-Hop:  0.3145
		4-Hop:  0.5070
		3-Hop:  0.4455
Relation-Set Overlap Metrics
	Recall:  0.7403
	Precision:  0.8299
	F1 Score:  0.7729
Relation Edit Distance Metrics:
	Overall Average:  0.2709
		2-Hop:  0.2361
		4-Hop:  0.3184
		3-Hop:  0.3257

Score for iteration 4300
Answer Metrics
	Hits@1:  0.8644
	Hits@3:  0.9377
	Hits@5:  0.9505
	Hits@10:  0.9659
	Hits@20:  0.9730
	MRR:  0.9035
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8806
		MRR:  0.9170
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9143
	3-Hop
		Hits@1:  0.8200
		MRR:  0.8702
Valid Action Count at Each Step
	Overall Average: 33.9020
		Step 1: 20.9075
		Step 2: 26.9334
		Step 3: 27.3912
		Step 4: 60.3760
Entropy Metrics
	Question Entropy:  0.0827
	Path Entropy:  0.3308
		Step 1:  0.0211
		Step 2:  0.0150
		Step 3:  0.0748
		Step 4:  0.2199
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4439
	Restart Rate:  0.0000
	No-Op Rate:  0.4439
	Cycle Rate:  0.0049
	Backtrack Rate:  0.0000
	Unique Edges:  2.2237
	Redundancy:  0.0008
	Avg Segment Hops:  2.2243
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0179
	F1 Score:  0.0352
GT-Edge Overlap Metrics
	Recall:  0.6585
	Precision:  0.6905
	F1 Score:  0.6708
Node-Set Overlap Metrics
	Recall:  0.8571
	Precision:  0.9308
	F1 Score:  0.8873
Path Edit Distance Metrics:
	Overall Average:  0.3451
		2-Hop:  0.2967
		4-Hop:  0.5014
		3-Hop:  0.3846
Relation-Set Overlap Metrics
	Recall:  0.7634
	Precision:  0.8520
	F1 Score:  0.7958
Relation Edit Distance Metrics:
	Overall Average:  0.2457
		2-Hop:  0.2184
		4-Hop:  0.3212
		3-Hop:  0.2732

Score for iteration 4400
Answer Metrics
	Hits@1:  0.8143
	Hits@3:  0.9254
	Hits@5:  0.9479
	Hits@10:  0.9608
	Hits@20:  0.9724
	MRR:  0.8747
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8614
		MRR:  0.9072
	4-Hop
		Hits@1:  0.7709
		MRR:  0.8476
	3-Hop
		Hits@1:  0.7312
		MRR:  0.8163
Valid Action Count at Each Step
	Overall Average: 31.6878
		Step 1: 20.9075
		Step 2: 25.6545
		Step 3: 26.2405
		Step 4: 53.9488
Entropy Metrics
	Question Entropy:  0.0638
	Path Entropy:  0.2552
		Step 1:  0.0171
		Step 2:  0.0125
		Step 3:  0.0600
		Step 4:  0.1656
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4708
	Restart Rate:  0.0000
	No-Op Rate:  0.4708
	Cycle Rate:  0.0034
	Backtrack Rate:  0.0000
	Unique Edges:  2.1170
	Redundancy:  0.0000
	Avg Segment Hops:  2.1170
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9852
	Precision:  0.0179
	F1 Score:  0.0351
GT-Edge Overlap Metrics
	Recall:  0.6210
	Precision:  0.6712
	F1 Score:  0.6403
Node-Set Overlap Metrics
	Recall:  0.8311
	Precision:  0.9281
	F1 Score:  0.8708
Path Edit Distance Metrics:
	Overall Average:  0.3796
		2-Hop:  0.3275
		4-Hop:  0.5405
		3-Hop:  0.4252
Relation-Set Overlap Metrics
	Recall:  0.7317
	Precision:  0.8496
	F1 Score:  0.7748
Relation Edit Distance Metrics:
	Overall Average:  0.2723
		2-Hop:  0.2404
		4-Hop:  0.3575
		3-Hop:  0.3056

Score for iteration 4500
Answer Metrics
	Hits@1:  0.8361
	Hits@3:  0.9299
	Hits@5:  0.9524
	Hits@10:  0.9640
	Hits@20:  0.9730
	MRR:  0.8867
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8220
		MRR:  0.8797
	4-Hop
		Hits@1:  0.8547
		MRR:  0.8954
	3-Hop
		Hits@1:  0.8588
		MRR:  0.8980
Valid Action Count at Each Step
	Overall Average: 32.4772
		Step 1: 20.9075
		Step 2: 26.5657
		Step 3: 27.6553
		Step 4: 54.7802
Entropy Metrics
	Question Entropy:  0.0753
	Path Entropy:  0.3011
		Step 1:  0.0268
		Step 2:  0.0230
		Step 3:  0.0749
		Step 4:  0.1764
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4054
	Restart Rate:  0.0000
	No-Op Rate:  0.4054
	Cycle Rate:  0.0160
	Backtrack Rate:  0.0000
	Unique Edges:  2.3702
	Redundancy:  0.0024
	Avg Segment Hops:  2.3785
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9826
	Precision:  0.0183
	F1 Score:  0.0358
GT-Edge Overlap Metrics
	Recall:  0.6643
	Precision:  0.6725
	F1 Score:  0.6649
Node-Set Overlap Metrics
	Recall:  0.8603
	Precision:  0.9089
	F1 Score:  0.8787
Path Edit Distance Metrics:
	Overall Average:  0.3512
		2-Hop:  0.3366
		4-Hop:  0.4525
		3-Hop:  0.3409
Relation-Set Overlap Metrics
	Recall:  0.7753
	Precision:  0.8375
	F1 Score:  0.7956
Relation Edit Distance Metrics:
	Overall Average:  0.2523
		2-Hop:  0.2552
		4-Hop:  0.2793
		3-Hop:  0.2350

Score for iteration 4600
Answer Metrics
	Hits@1:  0.7905
	Hits@3:  0.9062
	Hits@5:  0.9312
	Hits@10:  0.9499
	Hits@20:  0.9608
	MRR:  0.8535
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8006
		MRR:  0.8693
	4-Hop
		Hits@1:  0.7877
		MRR:  0.8349
	3-Hop
		Hits@1:  0.7699
		MRR:  0.8275
Valid Action Count at Each Step
	Overall Average: 34.1973
		Step 1: 20.9075
		Step 2: 23.8136
		Step 3: 24.9957
		Step 4: 67.0726
Entropy Metrics
	Question Entropy:  0.0727
	Path Entropy:  0.2908
		Step 1:  0.0243
		Step 2:  0.0133
		Step 3:  0.0514
		Step 4:  0.2017
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4831
	Restart Rate:  0.0000
	No-Op Rate:  0.4831
	Cycle Rate:  0.0047
	Backtrack Rate:  0.0000
	Unique Edges:  2.0675
	Redundancy:  0.0019
	Avg Segment Hops:  2.0675
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9814
	Precision:  0.0169
	F1 Score:  0.0332
GT-Edge Overlap Metrics
	Recall:  0.5773
	Precision:  0.6277
	F1 Score:  0.5966
Node-Set Overlap Metrics
	Recall:  0.8048
	Precision:  0.9124
	F1 Score:  0.8489
Path Edit Distance Metrics:
	Overall Average:  0.4233
		2-Hop:  0.3746
		4-Hop:  0.5768
		3-Hop:  0.4649
Relation-Set Overlap Metrics
	Recall:  0.6876
	Precision:  0.8098
	F1 Score:  0.7323
Relation Edit Distance Metrics:
	Overall Average:  0.3144
		2-Hop:  0.2894
		4-Hop:  0.3925
		3-Hop:  0.3360

Score for iteration 4700
Answer Metrics
	Hits@1:  0.8117
	Hits@3:  0.9254
	Hits@5:  0.9447
	Hits@10:  0.9576
	Hits@20:  0.9711
	MRR:  0.8709
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8710
		MRR:  0.9099
	4-Hop
		Hits@1:  0.6257
		MRR:  0.7650
	3-Hop
		Hits@1:  0.7608
		MRR:  0.8307
Valid Action Count at Each Step
	Overall Average: 34.9693
		Step 1: 20.9075
		Step 2: 24.5981
		Step 3: 25.7755
		Step 4: 68.5963
Entropy Metrics
	Question Entropy:  0.0564
	Path Entropy:  0.2255
		Step 1:  0.0180
		Step 2:  0.0135
		Step 3:  0.0436
		Step 4:  0.1503
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4362
	Restart Rate:  0.0000
	No-Op Rate:  0.4362
	Cycle Rate:  0.0125
	Backtrack Rate:  0.0000
	Unique Edges:  2.2551
	Redundancy:  0.0000
	Avg Segment Hops:  2.2551
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9846
	Precision:  0.0173
	F1 Score:  0.0340
GT-Edge Overlap Metrics
	Recall:  0.6463
	Precision:  0.6701
	F1 Score:  0.6549
Node-Set Overlap Metrics
	Recall:  0.8469
	Precision:  0.9162
	F1 Score:  0.8750
Path Edit Distance Metrics:
	Overall Average:  0.3617
		2-Hop:  0.3022
		4-Hop:  0.5503
		3-Hop:  0.4119
Relation-Set Overlap Metrics
	Recall:  0.7502
	Precision:  0.8294
	F1 Score:  0.7785
Relation Edit Distance Metrics:
	Overall Average:  0.2644
		2-Hop:  0.2267
		4-Hop:  0.3659
		3-Hop:  0.3035

Score for iteration 4800
Answer Metrics
	Hits@1:  0.8670
	Hits@3:  0.9325
	Hits@5:  0.9486
	Hits@10:  0.9634
	Hits@20:  0.9743
	MRR:  0.9033
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8795
		MRR:  0.9174
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9000
	3-Hop
		Hits@1:  0.8360
		MRR:  0.8744
Valid Action Count at Each Step
	Overall Average: 32.4060
		Step 1: 20.9075
		Step 2: 24.3431
		Step 3: 25.1994
		Step 4: 59.1740
Entropy Metrics
	Question Entropy:  0.0587
	Path Entropy:  0.2349
		Step 1:  0.0138
		Step 2:  0.0133
		Step 3:  0.0498
		Step 4:  0.1579
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4378
	Restart Rate:  0.0000
	No-Op Rate:  0.4378
	Cycle Rate:  0.0070
	Backtrack Rate:  0.0000
	Unique Edges:  2.2487
	Redundancy:  0.0000
	Avg Segment Hops:  2.2487
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9839
	Precision:  0.0171
	F1 Score:  0.0336
GT-Edge Overlap Metrics
	Recall:  0.6674
	Precision:  0.6924
	F1 Score:  0.6770
Node-Set Overlap Metrics
	Recall:  0.8594
	Precision:  0.9268
	F1 Score:  0.8869
Path Edit Distance Metrics:
	Overall Average:  0.3359
		2-Hop:  0.2953
		4-Hop:  0.4818
		3-Hop:  0.3629
Relation-Set Overlap Metrics
	Recall:  0.7711
	Precision:  0.8540
	F1 Score:  0.8014
Relation Edit Distance Metrics:
	Overall Average:  0.2378
		2-Hop:  0.2184
		4-Hop:  0.3017
		3-Hop:  0.2532

Score for iteration 4900
Answer Metrics
	Hits@1:  0.8593
	Hits@3:  0.9293
	Hits@5:  0.9460
	Hits@10:  0.9557
	Hits@20:  0.9647
	MRR:  0.8980
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8913
		MRR:  0.9254
	4-Hop
		Hits@1:  0.8436
		MRR:  0.8859
	3-Hop
		Hits@1:  0.7973
		MRR:  0.8446
Valid Action Count at Each Step
	Overall Average: 30.5382
		Step 1: 20.9075
		Step 2: 22.5841
		Step 3: 23.7825
		Step 4: 54.8787
Entropy Metrics
	Question Entropy:  0.0664
	Path Entropy:  0.2658
		Step 1:  0.0183
		Step 2:  0.0128
		Step 3:  0.0502
		Step 4:  0.1845
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4531
	Restart Rate:  0.0000
	No-Op Rate:  0.4531
	Cycle Rate:  0.0028
	Backtrack Rate:  0.0000
	Unique Edges:  2.1877
	Redundancy:  0.0000
	Avg Segment Hops:  2.1877
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9833
	Precision:  0.0171
	F1 Score:  0.0336
GT-Edge Overlap Metrics
	Recall:  0.6505
	Precision:  0.6852
	F1 Score:  0.6641
Node-Set Overlap Metrics
	Recall:  0.8499
	Precision:  0.9281
	F1 Score:  0.8821
Path Edit Distance Metrics:
	Overall Average:  0.3518
		2-Hop:  0.2928
		4-Hop:  0.5265
		3-Hop:  0.4064
Relation-Set Overlap Metrics
	Recall:  0.7564
	Precision:  0.8531
	F1 Score:  0.7921
Relation Edit Distance Metrics:
	Overall Average:  0.2489
		2-Hop:  0.2113
		4-Hop:  0.3422
		3-Hop:  0.2912

Score for iteration 5000
Answer Metrics
	Hits@1:  0.8432
	Hits@3:  0.9364
	Hits@5:  0.9518
	Hits@10:  0.9672
	Hits@20:  0.9724
	MRR:  0.8925
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8529
		MRR:  0.8974
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8898
	3-Hop
		Hits@1:  0.8269
		MRR:  0.8830
Valid Action Count at Each Step
	Overall Average: 33.8429
		Step 1: 20.9075
		Step 2: 24.7133
		Step 3: 34.4844
		Step 4: 55.2664
Entropy Metrics
	Question Entropy:  0.0788
	Path Entropy:  0.3152
		Step 1:  0.0237
		Step 2:  0.0426
		Step 3:  0.0888
		Step 4:  0.1601
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3952
	Restart Rate:  0.0000
	No-Op Rate:  0.3952
	Cycle Rate:  0.0217
	Backtrack Rate:  0.0000
	Unique Edges:  2.4145
	Redundancy:  0.0014
	Avg Segment Hops:  2.4190
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9871
	Precision:  0.0195
	F1 Score:  0.0380
GT-Edge Overlap Metrics
	Recall:  0.6773
	Precision:  0.6764
	F1 Score:  0.6738
Node-Set Overlap Metrics
	Recall:  0.8690
	Precision:  0.9112
	F1 Score:  0.8844
Path Edit Distance Metrics:
	Overall Average:  0.3450
		2-Hop:  0.3125
		4-Hop:  0.4567
		3-Hop:  0.3690
Relation-Set Overlap Metrics
	Recall:  0.7829
	Precision:  0.8301
	F1 Score:  0.7962
Relation Edit Distance Metrics:
	Overall Average:  0.2501
		2-Hop:  0.2349
		4-Hop:  0.2835
		3-Hop:  0.2688

Score for iteration 5100
Answer Metrics
	Hits@1:  0.8657
	Hits@3:  0.9364
	Hits@5:  0.9518
	Hits@10:  0.9666
	Hits@20:  0.9749
	MRR:  0.9043
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8870
		MRR:  0.9238
	4-Hop
		Hits@1:  0.8547
		MRR:  0.8870
	3-Hop
		Hits@1:  0.8246
		MRR:  0.8698
Valid Action Count at Each Step
	Overall Average: 33.7115
		Step 1: 20.9075
		Step 2: 23.7311
		Step 3: 29.1037
		Step 4: 61.1039
Entropy Metrics
	Question Entropy:  0.0612
	Path Entropy:  0.2447
		Step 1:  0.0171
		Step 2:  0.0135
		Step 3:  0.0670
		Step 4:  0.1471
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4439
	Restart Rate:  0.0000
	No-Op Rate:  0.4439
	Cycle Rate:  0.0066
	Backtrack Rate:  0.0000
	Unique Edges:  2.2243
	Redundancy:  0.0006
	Avg Segment Hops:  2.2243
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9865
	Precision:  0.0178
	F1 Score:  0.0349
GT-Edge Overlap Metrics
	Recall:  0.6579
	Precision:  0.6850
	F1 Score:  0.6686
Node-Set Overlap Metrics
	Recall:  0.8540
	Precision:  0.9247
	F1 Score:  0.8830
Path Edit Distance Metrics:
	Overall Average:  0.3457
		2-Hop:  0.2905
		4-Hop:  0.5405
		3-Hop:  0.3842
Relation-Set Overlap Metrics
	Recall:  0.7643
	Precision:  0.8486
	F1 Score:  0.7954
Relation Edit Distance Metrics:
	Overall Average:  0.2449
		2-Hop:  0.2162
		4-Hop:  0.3422
		3-Hop:  0.2663

Score for iteration 5200
Answer Metrics
	Hits@1:  0.7744
	Hits@3:  0.8985
	Hits@5:  0.9274
	Hits@10:  0.9479
	Hits@20:  0.9647
	MRR:  0.8420
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7601
		MRR:  0.8400
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9053
	3-Hop
		Hits@1:  0.7631
		MRR:  0.8204
Valid Action Count at Each Step
	Overall Average: 37.7056
		Step 1: 20.9075
		Step 2: 25.3371
		Step 3: 32.8103
		Step 4: 71.7676
Entropy Metrics
	Question Entropy:  0.0795
	Path Entropy:  0.3179
		Step 1:  0.0160
		Step 2:  0.0236
		Step 3:  0.0860
		Step 4:  0.1922
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4412
	Restart Rate:  0.0000
	No-Op Rate:  0.4412
	Cycle Rate:  0.0061
	Backtrack Rate:  0.0000
	Unique Edges:  2.2352
	Redundancy:  0.0000
	Avg Segment Hops:  2.2352
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9839
	Precision:  0.0174
	F1 Score:  0.0341
GT-Edge Overlap Metrics
	Recall:  0.5995
	Precision:  0.6246
	F1 Score:  0.6080
Node-Set Overlap Metrics
	Recall:  0.8153
	Precision:  0.8854
	F1 Score:  0.8435
Path Edit Distance Metrics:
	Overall Average:  0.4103
		2-Hop:  0.3914
		4-Hop:  0.4679
		3-Hop:  0.4273
Relation-Set Overlap Metrics
	Recall:  0.7022
	Precision:  0.7760
	F1 Score:  0.7280
Relation Edit Distance Metrics:
	Overall Average:  0.3154
		2-Hop:  0.3232
		4-Hop:  0.2709
		3-Hop:  0.3170

Score for iteration 5300
Answer Metrics
	Hits@1:  0.8387
	Hits@3:  0.9267
	Hits@5:  0.9479
	Hits@10:  0.9627
	Hits@20:  0.9756
	MRR:  0.8870
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8348
		MRR:  0.8916
	4-Hop
		Hits@1:  0.8659
		MRR:  0.8961
	3-Hop
		Hits@1:  0.8360
		MRR:  0.8734
Valid Action Count at Each Step
	Overall Average: 32.7147
		Step 1: 20.9075
		Step 2: 25.9254
		Step 3: 27.4355
		Step 4: 56.5905
Entropy Metrics
	Question Entropy:  0.0628
	Path Entropy:  0.2511
		Step 1:  0.0159
		Step 2:  0.0167
		Step 3:  0.0606
		Step 4:  0.1581
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4288
	Restart Rate:  0.0000
	No-Op Rate:  0.4288
	Cycle Rate:  0.0129
	Backtrack Rate:  0.0000
	Unique Edges:  2.2841
	Redundancy:  0.0015
	Avg Segment Hops:  2.2847
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9846
	Precision:  0.0183
	F1 Score:  0.0358
GT-Edge Overlap Metrics
	Recall:  0.6602
	Precision:  0.6726
	F1 Score:  0.6629
Node-Set Overlap Metrics
	Recall:  0.8576
	Precision:  0.9219
	F1 Score:  0.8834
Path Edit Distance Metrics:
	Overall Average:  0.3526
		2-Hop:  0.3218
		4-Hop:  0.5070
		3-Hop:  0.3554
Relation-Set Overlap Metrics
	Recall:  0.7670
	Precision:  0.8452
	F1 Score:  0.7949
Relation Edit Distance Metrics:
	Overall Average:  0.2531
		2-Hop:  0.2445
		4-Hop:  0.3128
		3-Hop:  0.2470

Score for iteration 5400
Answer Metrics
	Hits@1:  0.7731
	Hits@3:  0.9017
	Hits@5:  0.9229
	Hits@10:  0.9428
	Hits@20:  0.9576
	MRR:  0.8415
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8294
		MRR:  0.8818
	4-Hop
		Hits@1:  0.6592
		MRR:  0.7745
	3-Hop
		Hits@1:  0.6993
		MRR:  0.7825
Valid Action Count at Each Step
	Overall Average: 29.1930
		Step 1: 20.9075
		Step 2: 24.6968
		Step 3: 25.6815
		Step 4: 45.4863
Entropy Metrics
	Question Entropy:  0.0518
	Path Entropy:  0.2073
		Step 1:  0.0124
		Step 2:  0.0104
		Step 3:  0.0549
		Step 4:  0.1296
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4545
	Restart Rate:  0.0000
	No-Op Rate:  0.4545
	Cycle Rate:  0.0112
	Backtrack Rate:  0.0000
	Unique Edges:  2.1812
	Redundancy:  0.0008
	Avg Segment Hops:  2.1819
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9775
	Precision:  0.0178
	F1 Score:  0.0350
GT-Edge Overlap Metrics
	Recall:  0.6427
	Precision:  0.6900
	F1 Score:  0.6608
Node-Set Overlap Metrics
	Recall:  0.8342
	Precision:  0.9219
	F1 Score:  0.8702
Path Edit Distance Metrics:
	Overall Average:  0.3600
		2-Hop:  0.3213
		4-Hop:  0.5084
		3-Hop:  0.3823
Relation-Set Overlap Metrics
	Recall:  0.7411
	Precision:  0.8515
	F1 Score:  0.7815
Relation Edit Distance Metrics:
	Overall Average:  0.2672
		2-Hop:  0.2468
		4-Hop:  0.3436
		3-Hop:  0.2798

Score for iteration 5500
Answer Metrics
	Hits@1:  0.8483
	Hits@3:  0.9267
	Hits@5:  0.9492
	Hits@10:  0.9672
	Hits@20:  0.9769
	MRR:  0.8927
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8454
		MRR:  0.8925
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9277
	3-Hop
		Hits@1:  0.8314
		MRR:  0.8789
Valid Action Count at Each Step
	Overall Average: 36.2609
		Step 1: 20.9075
		Step 2: 27.3671
		Step 3: 33.0964
		Step 4: 63.6728
Entropy Metrics
	Question Entropy:  0.0665
	Path Entropy:  0.2662
		Step 1:  0.0179
		Step 2:  0.0267
		Step 3:  0.0737
		Step 4:  0.1480
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4020
	Restart Rate:  0.0000
	No-Op Rate:  0.4020
	Cycle Rate:  0.0221
	Backtrack Rate:  0.0000
	Unique Edges:  2.3914
	Redundancy:  0.0002
	Avg Segment Hops:  2.3920
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0203
	F1 Score:  0.0397
GT-Edge Overlap Metrics
	Recall:  0.6669
	Precision:  0.6688
	F1 Score:  0.6648
Node-Set Overlap Metrics
	Recall:  0.8640
	Precision:  0.9115
	F1 Score:  0.8822
Path Edit Distance Metrics:
	Overall Average:  0.3541
		2-Hop:  0.3294
		4-Hop:  0.4385
		3-Hop:  0.3724
Relation-Set Overlap Metrics
	Recall:  0.7729
	Precision:  0.8219
	F1 Score:  0.7872
Relation Edit Distance Metrics:
	Overall Average:  0.2580
		2-Hop:  0.2523
		4-Hop:  0.2598
		3-Hop:  0.2696

Score for iteration 5600
Answer Metrics
	Hits@1:  0.8522
	Hits@3:  0.9299
	Hits@5:  0.9447
	Hits@10:  0.9621
	Hits@20:  0.9762
	MRR:  0.8947
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8699
		MRR:  0.9115
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8663
	3-Hop
		Hits@1:  0.8200
		MRR:  0.8704
Valid Action Count at Each Step
	Overall Average: 35.0891
		Step 1: 20.9075
		Step 2: 25.4539
		Step 3: 27.4167
		Step 4: 66.5784
Entropy Metrics
	Question Entropy:  0.0568
	Path Entropy:  0.2274
		Step 1:  0.0149
		Step 2:  0.0130
		Step 3:  0.0535
		Step 4:  0.1460
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4378
	Restart Rate:  0.0000
	No-Op Rate:  0.4378
	Cycle Rate:  0.0135
	Backtrack Rate:  0.0000
	Unique Edges:  2.2468
	Redundancy:  0.0005
	Avg Segment Hops:  2.2487
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0176
	F1 Score:  0.0345
GT-Edge Overlap Metrics
	Recall:  0.6519
	Precision:  0.6740
	F1 Score:  0.6598
Node-Set Overlap Metrics
	Recall:  0.8511
	Precision:  0.9205
	F1 Score:  0.8797
Path Edit Distance Metrics:
	Overall Average:  0.3583
		2-Hop:  0.3019
		4-Hop:  0.5335
		3-Hop:  0.4074
Relation-Set Overlap Metrics
	Recall:  0.7533
	Precision:  0.8329
	F1 Score:  0.7825
Relation Edit Distance Metrics:
	Overall Average:  0.2622
		2-Hop:  0.2301
		4-Hop:  0.3520
		3-Hop:  0.2942

Score for iteration 5700
Answer Metrics
	Hits@1:  0.8734
	Hits@3:  0.9370
	Hits@5:  0.9505
	Hits@10:  0.9640
	Hits@20:  0.9743
	MRR:  0.9083
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9062
		MRR:  0.9356
	4-Hop
		Hits@1:  0.8603
		MRR:  0.8908
	3-Hop
		Hits@1:  0.8087
		MRR:  0.8569
Valid Action Count at Each Step
	Overall Average: 33.6381
		Step 1: 20.9075
		Step 2: 24.5275
		Step 3: 26.8509
		Step 4: 62.2664
Entropy Metrics
	Question Entropy:  0.0559
	Path Entropy:  0.2235
		Step 1:  0.0118
		Step 2:  0.0099
		Step 3:  0.0534
		Step 4:  0.1483
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4496
	Restart Rate:  0.0000
	No-Op Rate:  0.4496
	Cycle Rate:  0.0058
	Backtrack Rate:  0.0000
	Unique Edges:  2.2018
	Redundancy:  0.0006
	Avg Segment Hops:  2.2018
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0173
	F1 Score:  0.0339
GT-Edge Overlap Metrics
	Recall:  0.6697
	Precision:  0.7022
	F1 Score:  0.6827
Node-Set Overlap Metrics
	Recall:  0.8596
	Precision:  0.9359
	F1 Score:  0.8912
Path Edit Distance Metrics:
	Overall Average:  0.3326
		2-Hop:  0.2676
		4-Hop:  0.5265
		3-Hop:  0.3926
Relation-Set Overlap Metrics
	Recall:  0.7707
	Precision:  0.8612
	F1 Score:  0.8044
Relation Edit Distance Metrics:
	Overall Average:  0.2356
		2-Hop:  0.1939
		4-Hop:  0.3366
		3-Hop:  0.2836

Score for iteration 5800
Answer Metrics
	Hits@1:  0.8740
	Hits@3:  0.9473
	Hits@5:  0.9621
	Hits@10:  0.9685
	Hits@20:  0.9762
	MRR:  0.9121
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9051
		MRR:  0.9366
	4-Hop
		Hits@1:  0.8603
		MRR:  0.8927
	3-Hop
		Hits@1:  0.8132
		MRR:  0.8678
Valid Action Count at Each Step
	Overall Average: 33.5112
		Step 1: 20.9075
		Step 2: 26.3536
		Step 3: 28.9779
		Step 4: 57.8059
Entropy Metrics
	Question Entropy:  0.0538
	Path Entropy:  0.2153
		Step 1:  0.0157
		Step 2:  0.0137
		Step 3:  0.0559
		Step 4:  0.1300
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4237
	Restart Rate:  0.0000
	No-Op Rate:  0.4237
	Cycle Rate:  0.0105
	Backtrack Rate:  0.0000
	Unique Edges:  2.3053
	Redundancy:  0.0000
	Avg Segment Hops:  2.3053
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9884
	Precision:  0.0185
	F1 Score:  0.0362
GT-Edge Overlap Metrics
	Recall:  0.6856
	Precision:  0.7037
	F1 Score:  0.6918
Node-Set Overlap Metrics
	Recall:  0.8703
	Precision:  0.9283
	F1 Score:  0.8936
Path Edit Distance Metrics:
	Overall Average:  0.3222
		2-Hop:  0.2797
		4-Hop:  0.4581
		3-Hop:  0.3578
Relation-Set Overlap Metrics
	Recall:  0.7879
	Precision:  0.8609
	F1 Score:  0.8138
Relation Edit Distance Metrics:
	Overall Average:  0.2262
		2-Hop:  0.2017
		4-Hop:  0.2751
		3-Hop:  0.2587

Score for iteration 5900
Answer Metrics
	Hits@1:  0.8580
	Hits@3:  0.9377
	Hits@5:  0.9563
	Hits@10:  0.9647
	Hits@20:  0.9737
	MRR:  0.9022
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8827
		MRR:  0.9240
	4-Hop
		Hits@1:  0.8603
		MRR:  0.8926
	3-Hop
		Hits@1:  0.8041
		MRR:  0.8597
Valid Action Count at Each Step
	Overall Average: 31.8629
		Step 1: 20.9075
		Step 2: 25.5489
		Step 3: 25.7499
		Step 4: 55.2454
Entropy Metrics
	Question Entropy:  0.0535
	Path Entropy:  0.2140
		Step 1:  0.0163
		Step 2:  0.0078
		Step 3:  0.0420
		Step 4:  0.1479
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4327
	Restart Rate:  0.0000
	No-Op Rate:  0.4327
	Cycle Rate:  0.0093
	Backtrack Rate:  0.0000
	Unique Edges:  2.2686
	Redundancy:  0.0002
	Avg Segment Hops:  2.2693
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9846
	Precision:  0.0170
	F1 Score:  0.0334
GT-Edge Overlap Metrics
	Recall:  0.6746
	Precision:  0.7025
	F1 Score:  0.6849
Node-Set Overlap Metrics
	Recall:  0.8618
	Precision:  0.9289
	F1 Score:  0.8891
Path Edit Distance Metrics:
	Overall Average:  0.3307
		2-Hop:  0.2907
		4-Hop:  0.4427
		3-Hop:  0.3703
Relation-Set Overlap Metrics
	Recall:  0.7802
	Precision:  0.8649
	F1 Score:  0.8107
Relation Edit Distance Metrics:
	Overall Average:  0.2314
		2-Hop:  0.2098
		4-Hop:  0.2682
		3-Hop:  0.2625

Score for iteration 6000
Answer Metrics
	Hits@1:  0.8728
	Hits@3:  0.9428
	Hits@5:  0.9537
	Hits@10:  0.9608
	Hits@20:  0.9730
	MRR:  0.9094
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9051
		MRR:  0.9361
	4-Hop
		Hits@1:  0.8659
		MRR:  0.8961
	3-Hop
		Hits@1:  0.8064
		MRR:  0.8579
Valid Action Count at Each Step
	Overall Average: 33.2873
		Step 1: 20.9075
		Step 2: 25.6883
		Step 3: 26.1502
		Step 4: 60.4033
Entropy Metrics
	Question Entropy:  0.0505
	Path Entropy:  0.2022
		Step 1:  0.0169
		Step 2:  0.0110
		Step 3:  0.0490
		Step 4:  0.1252
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4248
	Restart Rate:  0.0000
	No-Op Rate:  0.4248
	Cycle Rate:  0.0134
	Backtrack Rate:  0.0000
	Unique Edges:  2.2976
	Redundancy:  0.0009
	Avg Segment Hops:  2.3008
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9871
	Precision:  0.0178
	F1 Score:  0.0350
GT-Edge Overlap Metrics
	Recall:  0.6866
	Precision:  0.7098
	F1 Score:  0.6950
Node-Set Overlap Metrics
	Recall:  0.8689
	Precision:  0.9305
	F1 Score:  0.8938
Path Edit Distance Metrics:
	Overall Average:  0.3199
		2-Hop:  0.2678
		4-Hop:  0.4469
		3-Hop:  0.3797
Relation-Set Overlap Metrics
	Recall:  0.7887
	Precision:  0.8639
	F1 Score:  0.8156
Relation Edit Distance Metrics:
	Overall Average:  0.2233
		2-Hop:  0.1912
		4-Hop:  0.2668
		3-Hop:  0.2741

Score for iteration 6100
Answer Metrics
	Hits@1:  0.8400
	Hits@3:  0.9184
	Hits@5:  0.9364
	Hits@10:  0.9512
	Hits@20:  0.9608
	MRR:  0.8836
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8667
		MRR:  0.9112
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8765
	3-Hop
		Hits@1:  0.7836
		MRR:  0.8276
Valid Action Count at Each Step
	Overall Average: 32.5153
		Step 1: 20.9075
		Step 2: 23.7129
		Step 3: 24.4299
		Step 4: 61.0110
Entropy Metrics
	Question Entropy:  0.0513
	Path Entropy:  0.2053
		Step 1:  0.0107
		Step 2:  0.0076
		Step 3:  0.0425
		Step 4:  0.1445
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4650
	Restart Rate:  0.0000
	No-Op Rate:  0.4650
	Cycle Rate:  0.0061
	Backtrack Rate:  0.0000
	Unique Edges:  2.1401
	Redundancy:  0.0000
	Avg Segment Hops:  2.1401
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9820
	Precision:  0.0162
	F1 Score:  0.0318
GT-Edge Overlap Metrics
	Recall:  0.6245
	Precision:  0.6690
	F1 Score:  0.6419
Node-Set Overlap Metrics
	Recall:  0.8343
	Precision:  0.9262
	F1 Score:  0.8723
Path Edit Distance Metrics:
	Overall Average:  0.3772
		2-Hop:  0.3133
		4-Hop:  0.5251
		3-Hop:  0.4535
Relation-Set Overlap Metrics
	Recall:  0.7319
	Precision:  0.8413
	F1 Score:  0.7722
Relation Edit Distance Metrics:
	Overall Average:  0.2720
		2-Hop:  0.2329
		4-Hop:  0.3366
		3-Hop:  0.3292

Score for iteration 6200
Answer Metrics
	Hits@1:  0.8631
	Hits@3:  0.9312
	Hits@5:  0.9486
	Hits@10:  0.9647
	Hits@20:  0.9724
	MRR:  0.9021
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8998
		MRR:  0.9326
	4-Hop
		Hits@1:  0.8436
		MRR:  0.8847
	3-Hop
		Hits@1:  0.7927
		MRR:  0.8438
Valid Action Count at Each Step
	Overall Average: 33.7284
		Step 1: 20.9075
		Step 2: 24.8046
		Step 3: 25.5385
		Step 4: 63.6629
Entropy Metrics
	Question Entropy:  0.0528
	Path Entropy:  0.2113
		Step 1:  0.0166
		Step 2:  0.0113
		Step 3:  0.0507
		Step 4:  0.1327
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4529
	Restart Rate:  0.0000
	No-Op Rate:  0.4529
	Cycle Rate:  0.0074
	Backtrack Rate:  0.0000
	Unique Edges:  2.1883
	Redundancy:  0.0006
	Avg Segment Hops:  2.1883
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0167
	F1 Score:  0.0329
GT-Edge Overlap Metrics
	Recall:  0.6510
	Precision:  0.6868
	F1 Score:  0.6651
Node-Set Overlap Metrics
	Recall:  0.8497
	Precision:  0.9318
	F1 Score:  0.8836
Path Edit Distance Metrics:
	Overall Average:  0.3518
		2-Hop:  0.2866
		4-Hop:  0.5293
		3-Hop:  0.4188
Relation-Set Overlap Metrics
	Recall:  0.7572
	Precision:  0.8540
	F1 Score:  0.7929
Relation Edit Distance Metrics:
	Overall Average:  0.2481
		2-Hop:  0.2065
		4-Hop:  0.3408
		3-Hop:  0.2994

Score for iteration 6300
Answer Metrics
	Hits@1:  0.8220
	Hits@3:  0.9274
	Hits@5:  0.9447
	Hits@10:  0.9602
	Hits@20:  0.9794
	MRR:  0.8781
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8401
		MRR:  0.8966
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9308
	3-Hop
		Hits@1:  0.7517
		MRR:  0.8171
Valid Action Count at Each Step
	Overall Average: 34.3040
		Step 1: 20.9075
		Step 2: 26.1727
		Step 3: 28.0870
		Step 4: 62.0486
Entropy Metrics
	Question Entropy:  0.0651
	Path Entropy:  0.2604
		Step 1:  0.0175
		Step 2:  0.0272
		Step 3:  0.0708
		Step 4:  0.1448
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3996
	Restart Rate:  0.0000
	No-Op Rate:  0.3996
	Cycle Rate:  0.0281
	Backtrack Rate:  0.0000
	Unique Edges:  2.4010
	Redundancy:  0.0009
	Avg Segment Hops:  2.4017
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0171
	F1 Score:  0.0336
GT-Edge Overlap Metrics
	Recall:  0.6659
	Precision:  0.6683
	F1 Score:  0.6627
Node-Set Overlap Metrics
	Recall:  0.8568
	Precision:  0.9116
	F1 Score:  0.8777
Path Edit Distance Metrics:
	Overall Average:  0.3684
		2-Hop:  0.3371
		4-Hop:  0.4050
		3-Hop:  0.4203
Relation-Set Overlap Metrics
	Recall:  0.7721
	Precision:  0.8227
	F1 Score:  0.7850
Relation Edit Distance Metrics:
	Overall Average:  0.2699
		2-Hop:  0.2542
		4-Hop:  0.2444
		3-Hop:  0.3138

Score for iteration 6400
Answer Metrics
	Hits@1:  0.8490
	Hits@3:  0.9370
	Hits@5:  0.9505
	Hits@10:  0.9659
	Hits@20:  0.9775
	MRR:  0.8961
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8849
		MRR:  0.9208
	4-Hop
		Hits@1:  0.8156
		MRR:  0.8772
	3-Hop
		Hits@1:  0.7859
		MRR:  0.8513
Valid Action Count at Each Step
	Overall Average: 32.0681
		Step 1: 20.9075
		Step 2: 25.1272
		Step 3: 25.6260
		Step 4: 56.6119
Entropy Metrics
	Question Entropy:  0.0450
	Path Entropy:  0.1798
		Step 1:  0.0112
		Step 2:  0.0149
		Step 3:  0.0355
		Step 4:  0.1182
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4348
	Restart Rate:  0.0000
	No-Op Rate:  0.4348
	Cycle Rate:  0.0089
	Backtrack Rate:  0.0000
	Unique Edges:  2.2603
	Redundancy:  0.0009
	Avg Segment Hops:  2.2609
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9852
	Precision:  0.0185
	F1 Score:  0.0362
GT-Edge Overlap Metrics
	Recall:  0.6681
	Precision:  0.6983
	F1 Score:  0.6795
Node-Set Overlap Metrics
	Recall:  0.8596
	Precision:  0.9277
	F1 Score:  0.8873
Path Edit Distance Metrics:
	Overall Average:  0.3356
		2-Hop:  0.2854
		4-Hop:  0.4888
		3-Hop:  0.3804
Relation-Set Overlap Metrics
	Recall:  0.7731
	Precision:  0.8574
	F1 Score:  0.8036
Relation Edit Distance Metrics:
	Overall Average:  0.2369
		2-Hop:  0.2081
		4-Hop:  0.3101
		3-Hop:  0.2686

Score for iteration 6500
Answer Metrics
	Hits@1:  0.8284
	Hits@3:  0.9351
	Hits@5:  0.9486
	Hits@10:  0.9666
	Hits@20:  0.9756
	MRR:  0.8837
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8390
		MRR:  0.8958
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8806
	3-Hop
		Hits@1:  0.8064
		MRR:  0.8589
Valid Action Count at Each Step
	Overall Average: 33.9539
		Step 1: 20.9075
		Step 2: 26.1589
		Step 3: 26.5713
		Step 4: 62.1780
Entropy Metrics
	Question Entropy:  0.0508
	Path Entropy:  0.2031
		Step 1:  0.0159
		Step 2:  0.0108
		Step 3:  0.0418
		Step 4:  0.1346
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4389
	Restart Rate:  0.0000
	No-Op Rate:  0.4389
	Cycle Rate:  0.0078
	Backtrack Rate:  0.0000
	Unique Edges:  2.2442
	Redundancy:  0.0006
	Avg Segment Hops:  2.2442
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9878
	Precision:  0.0178
	F1 Score:  0.0348
GT-Edge Overlap Metrics
	Recall:  0.6436
	Precision:  0.6721
	F1 Score:  0.6547
Node-Set Overlap Metrics
	Recall:  0.8464
	Precision:  0.9172
	F1 Score:  0.8755
Path Edit Distance Metrics:
	Overall Average:  0.3627
		2-Hop:  0.3147
		4-Hop:  0.5070
		3-Hop:  0.4066
Relation-Set Overlap Metrics
	Recall:  0.7452
	Precision:  0.8251
	F1 Score:  0.7742
Relation Edit Distance Metrics:
	Overall Average:  0.2653
		2-Hop:  0.2358
		4-Hop:  0.3380
		3-Hop:  0.2986

Score for iteration 6600
Answer Metrics
	Hits@1:  0.8811
	Hits@3:  0.9467
	Hits@5:  0.9608
	Hits@10:  0.9743
	Hits@20:  0.9781
	MRR:  0.9168
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8987
		MRR:  0.9302
	4-Hop
		Hits@1:  0.8659
		MRR:  0.9071
	3-Hop
		Hits@1:  0.8497
		MRR:  0.8920
Valid Action Count at Each Step
	Overall Average: 33.7646
		Step 1: 20.9075
		Step 2: 27.7906
		Step 3: 30.3833
		Step 4: 55.9769
Entropy Metrics
	Question Entropy:  0.0510
	Path Entropy:  0.2039
		Step 1:  0.0142
		Step 2:  0.0182
		Step 3:  0.0544
		Step 4:  0.1171
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4160
	Restart Rate:  0.0000
	No-Op Rate:  0.4160
	Cycle Rate:  0.0168
	Backtrack Rate:  0.0000
	Unique Edges:  2.3355
	Redundancy:  0.0002
	Avg Segment Hops:  2.3361
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0184
	F1 Score:  0.0361
GT-Edge Overlap Metrics
	Recall:  0.6979
	Precision:  0.7110
	F1 Score:  0.7019
Node-Set Overlap Metrics
	Recall:  0.8757
	Precision:  0.9303
	F1 Score:  0.8977
Path Edit Distance Metrics:
	Overall Average:  0.3184
		2-Hop:  0.2688
		4-Hop:  0.5084
		3-Hop:  0.3470
Relation-Set Overlap Metrics
	Recall:  0.7955
	Precision:  0.8541
	F1 Score:  0.8153
Relation Edit Distance Metrics:
	Overall Average:  0.2268
		2-Hop:  0.1994
		4-Hop:  0.3212
		3-Hop:  0.2468

Score for iteration 6700
Answer Metrics
	Hits@1:  0.8824
	Hits@3:  0.9467
	Hits@5:  0.9602
	Hits@10:  0.9685
	Hits@20:  0.9788
	MRR:  0.9176
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8817
		MRR:  0.9187
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9362
	3-Hop
		Hits@1:  0.8702
		MRR:  0.9076
Valid Action Count at Each Step
	Overall Average: 33.2344
		Step 1: 20.9075
		Step 2: 25.7313
		Step 3: 29.6589
		Step 4: 56.6399
Entropy Metrics
	Question Entropy:  0.0517
	Path Entropy:  0.2066
		Step 1:  0.0117
		Step 2:  0.0169
		Step 3:  0.0517
		Step 4:  0.1263
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4065
	Restart Rate:  0.0000
	No-Op Rate:  0.4065
	Cycle Rate:  0.0126
	Backtrack Rate:  0.0000
	Unique Edges:  2.3728
	Redundancy:  0.0004
	Avg Segment Hops:  2.3740
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0191
	F1 Score:  0.0374
GT-Edge Overlap Metrics
	Recall:  0.7033
	Precision:  0.7134
	F1 Score:  0.7057
Node-Set Overlap Metrics
	Recall:  0.8827
	Precision:  0.9284
	F1 Score:  0.9003
Path Edit Distance Metrics:
	Overall Average:  0.3082
		2-Hop:  0.2825
		4-Hop:  0.4050
		3-Hop:  0.3237
Relation-Set Overlap Metrics
	Recall:  0.8048
	Precision:  0.8638
	F1 Score:  0.8241
Relation Edit Distance Metrics:
	Overall Average:  0.2136
		2-Hop:  0.2069
		4-Hop:  0.2318
		3-Hop:  0.2204

Score for iteration 6800
Answer Metrics
	Hits@1:  0.8805
	Hits@3:  0.9460
	Hits@5:  0.9589
	Hits@10:  0.9679
	Hits@20:  0.9775
	MRR:  0.9162
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9083
		MRR:  0.9384
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9139
	3-Hop
		Hits@1:  0.8200
		MRR:  0.8697
Valid Action Count at Each Step
	Overall Average: 31.6743
		Step 1: 20.9075
		Step 2: 24.4957
		Step 3: 26.3658
		Step 4: 54.9283
Entropy Metrics
	Question Entropy:  0.0534
	Path Entropy:  0.2134
		Step 1:  0.0110
		Step 2:  0.0132
		Step 3:  0.0487
		Step 4:  0.1406
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4491
	Restart Rate:  0.0000
	No-Op Rate:  0.4491
	Cycle Rate:  0.0035
	Backtrack Rate:  0.0000
	Unique Edges:  2.2037
	Redundancy:  0.0000
	Avg Segment Hops:  2.2037
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9884
	Precision:  0.0175
	F1 Score:  0.0343
GT-Edge Overlap Metrics
	Recall:  0.6688
	Precision:  0.7031
	F1 Score:  0.6822
Node-Set Overlap Metrics
	Recall:  0.8619
	Precision:  0.9397
	F1 Score:  0.8939
Path Edit Distance Metrics:
	Overall Average:  0.3326
		2-Hop:  0.2843
		4-Hop:  0.4651
		3-Hop:  0.3819
Relation-Set Overlap Metrics
	Recall:  0.7733
	Precision:  0.8678
	F1 Score:  0.8079
Relation Edit Distance Metrics:
	Overall Average:  0.2314
		2-Hop:  0.2027
		4-Hop:  0.2849
		3-Hop:  0.2707

Score for iteration 6900
Answer Metrics
	Hits@1:  0.8734
	Hits@3:  0.9402
	Hits@5:  0.9531
	Hits@10:  0.9672
	Hits@20:  0.9769
	MRR:  0.9091
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8998
		MRR:  0.9337
	4-Hop
		Hits@1:  0.8659
		MRR:  0.8917
	3-Hop
		Hits@1:  0.8200
		MRR:  0.8637
Valid Action Count at Each Step
	Overall Average: 30.1253
		Step 1: 20.9075
		Step 2: 23.4395
		Step 3: 25.6174
		Step 4: 50.5368
Entropy Metrics
	Question Entropy:  0.0531
	Path Entropy:  0.2125
		Step 1:  0.0125
		Step 2:  0.0117
		Step 3:  0.0408
		Step 4:  0.1474
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4481
	Restart Rate:  0.0000
	No-Op Rate:  0.4481
	Cycle Rate:  0.0063
	Backtrack Rate:  0.0000
	Unique Edges:  2.2076
	Redundancy:  0.0000
	Avg Segment Hops:  2.2076
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9865
	Precision:  0.0173
	F1 Score:  0.0340
GT-Edge Overlap Metrics
	Recall:  0.6706
	Precision:  0.7043
	F1 Score:  0.6841
Node-Set Overlap Metrics
	Recall:  0.8593
	Precision:  0.9353
	F1 Score:  0.8908
Path Edit Distance Metrics:
	Overall Average:  0.3303
		2-Hop:  0.2711
		4-Hop:  0.5196
		3-Hop:  0.3795
Relation-Set Overlap Metrics
	Recall:  0.7716
	Precision:  0.8633
	F1 Score:  0.8058
Relation Edit Distance Metrics:
	Overall Average:  0.2320
		2-Hop:  0.1940
		4-Hop:  0.3310
		3-Hop:  0.2726

Score for iteration 7000
Answer Metrics
	Hits@1:  0.8901
	Hits@3:  0.9563
	Hits@5:  0.9640
	Hits@10:  0.9775
	Hits@20:  0.9814
	MRR:  0.9248
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9009
		MRR:  0.9353
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9163
	3-Hop
		Hits@1:  0.8702
		MRR:  0.9059
Valid Action Count at Each Step
	Overall Average: 30.6351
		Step 1: 20.9075
		Step 2: 25.1303
		Step 3: 26.1340
		Step 4: 50.3684
Entropy Metrics
	Question Entropy:  0.0447
	Path Entropy:  0.1788
		Step 1:  0.0118
		Step 2:  0.0105
		Step 3:  0.0390
		Step 4:  0.1175
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4238
	Restart Rate:  0.0000
	No-Op Rate:  0.4238
	Cycle Rate:  0.0078
	Backtrack Rate:  0.0000
	Unique Edges:  2.3046
	Redundancy:  0.0006
	Avg Segment Hops:  2.3046
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0178
	F1 Score:  0.0349
GT-Edge Overlap Metrics
	Recall:  0.6993
	Precision:  0.7201
	F1 Score:  0.7072
Node-Set Overlap Metrics
	Recall:  0.8792
	Precision:  0.9376
	F1 Score:  0.9029
Path Edit Distance Metrics:
	Overall Average:  0.3044
		2-Hop:  0.2727
		4-Hop:  0.4302
		3-Hop:  0.3208
Relation-Set Overlap Metrics
	Recall:  0.7971
	Precision:  0.8704
	F1 Score:  0.8234
Relation Edit Distance Metrics:
	Overall Average:  0.2118
		2-Hop:  0.1962
		4-Hop:  0.2640
		3-Hop:  0.2238

Score for iteration 7100
Answer Metrics
	Hits@1:  0.8888
	Hits@3:  0.9492
	Hits@5:  0.9557
	Hits@10:  0.9685
	Hits@20:  0.9769
	MRR:  0.9209
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9104
		MRR:  0.9400
	4-Hop
		Hits@1:  0.8659
		MRR:  0.8984
	3-Hop
		Hits@1:  0.8519
		MRR:  0.8892
Valid Action Count at Each Step
	Overall Average: 31.4557
		Step 1: 20.9075
		Step 2: 23.1411
		Step 3: 24.8585
		Step 4: 56.9159
Entropy Metrics
	Question Entropy:  0.0464
	Path Entropy:  0.1857
		Step 1:  0.0068
		Step 2:  0.0089
		Step 3:  0.0357
		Step 4:  0.1343
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4372
	Restart Rate:  0.0000
	No-Op Rate:  0.4372
	Cycle Rate:  0.0041
	Backtrack Rate:  0.0000
	Unique Edges:  2.2513
	Redundancy:  0.0000
	Avg Segment Hops:  2.2513
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9871
	Precision:  0.0168
	F1 Score:  0.0330
GT-Edge Overlap Metrics
	Recall:  0.6865
	Precision:  0.7141
	F1 Score:  0.6972
Node-Set Overlap Metrics
	Recall:  0.8716
	Precision:  0.9379
	F1 Score:  0.8989
Path Edit Distance Metrics:
	Overall Average:  0.3159
		2-Hop:  0.2745
		4-Hop:  0.4749
		3-Hop:  0.3394
Relation-Set Overlap Metrics
	Recall:  0.7894
	Precision:  0.8738
	F1 Score:  0.8202
Relation Edit Distance Metrics:
	Overall Average:  0.2159
		2-Hop:  0.1935
		4-Hop:  0.2877
		3-Hop:  0.2346

Score for iteration 7200
Answer Metrics
	Hits@1:  0.8824
	Hits@3:  0.9537
	Hits@5:  0.9640
	Hits@10:  0.9794
	Hits@20:  0.9839
	MRR:  0.9209
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8881
		MRR:  0.9275
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9102
	3-Hop
		Hits@1:  0.8724
		MRR:  0.9111
Valid Action Count at Each Step
	Overall Average: 31.9270
		Step 1: 20.9075
		Step 2: 23.8725
		Step 3: 25.0314
		Step 4: 57.8966
Entropy Metrics
	Question Entropy:  0.0477
	Path Entropy:  0.1907
		Step 1:  0.0133
		Step 2:  0.0142
		Step 3:  0.0344
		Step 4:  0.1287
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4219
	Restart Rate:  0.0000
	No-Op Rate:  0.4219
	Cycle Rate:  0.0101
	Backtrack Rate:  0.0000
	Unique Edges:  2.3117
	Redundancy:  0.0008
	Avg Segment Hops:  2.3123
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9884
	Precision:  0.0179
	F1 Score:  0.0350
GT-Edge Overlap Metrics
	Recall:  0.6953
	Precision:  0.7126
	F1 Score:  0.7014
Node-Set Overlap Metrics
	Recall:  0.8755
	Precision:  0.9331
	F1 Score:  0.8989
Path Edit Distance Metrics:
	Overall Average:  0.3120
		2-Hop:  0.2777
		4-Hop:  0.4288
		3-Hop:  0.3377
Relation-Set Overlap Metrics
	Recall:  0.7940
	Precision:  0.8650
	F1 Score:  0.8195
Relation Edit Distance Metrics:
	Overall Average:  0.2166
		2-Hop:  0.2013
		4-Hop:  0.2570
		3-Hop:  0.2329

Score for iteration 7300
Answer Metrics
	Hits@1:  0.8817
	Hits@3:  0.9486
	Hits@5:  0.9659
	Hits@10:  0.9769
	Hits@20:  0.9820
	MRR:  0.9190
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8987
		MRR:  0.9336
	4-Hop
		Hits@1:  0.8715
		MRR:  0.9125
	3-Hop
		Hits@1:  0.8497
		MRR:  0.8903
Valid Action Count at Each Step
	Overall Average: 33.5940
		Step 1: 20.9075
		Step 2: 25.0290
		Step 3: 29.0861
		Step 4: 59.3535
Entropy Metrics
	Question Entropy:  0.0465
	Path Entropy:  0.1860
		Step 1:  0.0086
		Step 2:  0.0135
		Step 3:  0.0449
		Step 4:  0.1191
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4216
	Restart Rate:  0.0000
	No-Op Rate:  0.4216
	Cycle Rate:  0.0111
	Backtrack Rate:  0.0000
	Unique Edges:  2.3136
	Redundancy:  0.0000
	Avg Segment Hops:  2.3136
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0188
	F1 Score:  0.0369
GT-Edge Overlap Metrics
	Recall:  0.6841
	Precision:  0.7007
	F1 Score:  0.6899
Node-Set Overlap Metrics
	Recall:  0.8729
	Precision:  0.9316
	F1 Score:  0.8963
Path Edit Distance Metrics:
	Overall Average:  0.3246
		2-Hop:  0.2928
		4-Hop:  0.3939
		3-Hop:  0.3641
Relation-Set Overlap Metrics
	Recall:  0.7858
	Precision:  0.8561
	F1 Score:  0.8103
Relation Edit Distance Metrics:
	Overall Average:  0.2288
		2-Hop:  0.2130
		4-Hop:  0.2374
		3-Hop:  0.2593

Score for iteration 7400
Answer Metrics
	Hits@1:  0.8817
	Hits@3:  0.9479
	Hits@5:  0.9634
	Hits@10:  0.9762
	Hits@20:  0.9820
	MRR:  0.9185
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8859
		MRR:  0.9239
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9218
	3-Hop
		Hits@1:  0.8702
		MRR:  0.9057
Valid Action Count at Each Step
	Overall Average: 32.6217
		Step 1: 20.9075
		Step 2: 23.8541
		Step 3: 26.6075
		Step 4: 59.1177
Entropy Metrics
	Question Entropy:  0.0441
	Path Entropy:  0.1763
		Step 1:  0.0079
		Step 2:  0.0095
		Step 3:  0.0378
		Step 4:  0.1211
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4325
	Restart Rate:  0.0000
	No-Op Rate:  0.4325
	Cycle Rate:  0.0090
	Backtrack Rate:  0.0000
	Unique Edges:  2.2699
	Redundancy:  0.0013
	Avg Segment Hops:  2.2699
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0174
	F1 Score:  0.0342
GT-Edge Overlap Metrics
	Recall:  0.6695
	Precision:  0.6916
	F1 Score:  0.6776
Node-Set Overlap Metrics
	Recall:  0.8642
	Precision:  0.9323
	F1 Score:  0.8916
Path Edit Distance Metrics:
	Overall Average:  0.3376
		2-Hop:  0.3097
		4-Hop:  0.4427
		3-Hop:  0.3542
Relation-Set Overlap Metrics
	Recall:  0.7729
	Precision:  0.8508
	F1 Score:  0.8006
Relation Edit Distance Metrics:
	Overall Average:  0.2372
		2-Hop:  0.2249
		4-Hop:  0.2696
		3-Hop:  0.2502

Score for iteration 7500
Answer Metrics
	Hits@1:  0.8785
	Hits@3:  0.9422
	Hits@5:  0.9582
	Hits@10:  0.9704
	Hits@20:  0.9788
	MRR:  0.9144
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8902
		MRR:  0.9260
	4-Hop
		Hits@1:  0.8212
		MRR:  0.8676
	3-Hop
		Hits@1:  0.8770
		MRR:  0.9088
Valid Action Count at Each Step
	Overall Average: 31.6248
		Step 1: 20.9075
		Step 2: 22.8259
		Step 3: 26.0548
		Step 4: 56.7108
Entropy Metrics
	Question Entropy:  0.0358
	Path Entropy:  0.1434
		Step 1:  0.0083
		Step 2:  0.0083
		Step 3:  0.0345
		Step 4:  0.0923
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4319
	Restart Rate:  0.0000
	No-Op Rate:  0.4319
	Cycle Rate:  0.0136
	Backtrack Rate:  0.0000
	Unique Edges:  2.2719
	Redundancy:  0.0015
	Avg Segment Hops:  2.2725
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9884
	Precision:  0.0175
	F1 Score:  0.0343
GT-Edge Overlap Metrics
	Recall:  0.6821
	Precision:  0.7043
	F1 Score:  0.6907
Node-Set Overlap Metrics
	Recall:  0.8700
	Precision:  0.9363
	F1 Score:  0.8972
Path Edit Distance Metrics:
	Overall Average:  0.3213
		2-Hop:  0.2763
		4-Hop:  0.5293
		3-Hop:  0.3326
Relation-Set Overlap Metrics
	Recall:  0.7816
	Precision:  0.8596
	F1 Score:  0.8100
Relation Edit Distance Metrics:
	Overall Average:  0.2253
		2-Hop:  0.2002
		4-Hop:  0.3422
		3-Hop:  0.2310

Score for iteration 7600
Answer Metrics
	Hits@1:  0.8766
	Hits@3:  0.9409
	Hits@5:  0.9557
	Hits@10:  0.9711
	Hits@20:  0.9826
	MRR:  0.9130
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9009
		MRR:  0.9330
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9071
	3-Hop
		Hits@1:  0.8246
		MRR:  0.8728
Valid Action Count at Each Step
	Overall Average: 34.2325
		Step 1: 20.9075
		Step 2: 23.6232
		Step 3: 27.7504
		Step 4: 64.6489
Entropy Metrics
	Question Entropy:  0.0443
	Path Entropy:  0.1770
		Step 1:  0.0154
		Step 2:  0.0073
		Step 3:  0.0394
		Step 4:  0.1149
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4455
	Restart Rate:  0.0000
	No-Op Rate:  0.4455
	Cycle Rate:  0.0104
	Backtrack Rate:  0.0000
	Unique Edges:  2.2172
	Redundancy:  0.0015
	Avg Segment Hops:  2.2179
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0167
	F1 Score:  0.0328
GT-Edge Overlap Metrics
	Recall:  0.6591
	Precision:  0.6893
	F1 Score:  0.6707
Node-Set Overlap Metrics
	Recall:  0.8578
	Precision:  0.9356
	F1 Score:  0.8899
Path Edit Distance Metrics:
	Overall Average:  0.3476
		2-Hop:  0.2846
		4-Hop:  0.5154
		3-Hop:  0.4138
Relation-Set Overlap Metrics
	Recall:  0.7662
	Precision:  0.8530
	F1 Score:  0.7978
Relation Edit Distance Metrics:
	Overall Average:  0.2451
		2-Hop:  0.2050
		4-Hop:  0.3282
		3-Hop:  0.2967

Score for iteration 7700
Answer Metrics
	Hits@1:  0.8676
	Hits@3:  0.9402
	Hits@5:  0.9595
	Hits@10:  0.9666
	Hits@20:  0.9775
	MRR:  0.9064
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9136
		MRR:  0.9407
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8827
	3-Hop
		Hits@1:  0.7813
		MRR:  0.8430
Valid Action Count at Each Step
	Overall Average: 31.1186
		Step 1: 20.9075
		Step 2: 23.2630
		Step 3: 25.1260
		Step 4: 55.1781
Entropy Metrics
	Question Entropy:  0.0395
	Path Entropy:  0.1579
		Step 1:  0.0087
		Step 2:  0.0103
		Step 3:  0.0267
		Step 4:  0.1122
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4438
	Restart Rate:  0.0000
	No-Op Rate:  0.4438
	Cycle Rate:  0.0087
	Backtrack Rate:  0.0000
	Unique Edges:  2.2243
	Redundancy:  0.0009
	Avg Segment Hops:  2.2249
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0167
	F1 Score:  0.0329
GT-Edge Overlap Metrics
	Recall:  0.6715
	Precision:  0.7037
	F1 Score:  0.6841
Node-Set Overlap Metrics
	Recall:  0.8627
	Precision:  0.9362
	F1 Score:  0.8931
Path Edit Distance Metrics:
	Overall Average:  0.3315
		2-Hop:  0.2612
		4-Hop:  0.5154
		3-Hop:  0.4068
Relation-Set Overlap Metrics
	Recall:  0.7724
	Precision:  0.8588
	F1 Score:  0.8044
Relation Edit Distance Metrics:
	Overall Average:  0.2351
		2-Hop:  0.1869
		4-Hop:  0.3394
		3-Hop:  0.2956

Score for iteration 7800
Answer Metrics
	Hits@1:  0.8663
	Hits@3:  0.9383
	Hits@5:  0.9608
	Hits@10:  0.9717
	Hits@20:  0.9801
	MRR:  0.9065
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8827
		MRR:  0.9214
	4-Hop
		Hits@1:  0.8659
		MRR:  0.8952
	3-Hop
		Hits@1:  0.8314
		MRR:  0.8793
Valid Action Count at Each Step
	Overall Average: 31.5189
		Step 1: 20.9075
		Step 2: 24.8248
		Step 3: 27.7209
		Step 4: 52.6225
Entropy Metrics
	Question Entropy:  0.0440
	Path Entropy:  0.1760
		Step 1:  0.0141
		Step 2:  0.0091
		Step 3:  0.0424
		Step 4:  0.1104
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4238
	Restart Rate:  0.0000
	No-Op Rate:  0.4238
	Cycle Rate:  0.0078
	Backtrack Rate:  0.0000
	Unique Edges:  2.3040
	Redundancy:  0.0009
	Avg Segment Hops:  2.3046
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0174
	F1 Score:  0.0342
GT-Edge Overlap Metrics
	Recall:  0.6744
	Precision:  0.6948
	F1 Score:  0.6818
Node-Set Overlap Metrics
	Recall:  0.8664
	Precision:  0.9236
	F1 Score:  0.8896
Path Edit Distance Metrics:
	Overall Average:  0.3312
		2-Hop:  0.2912
		4-Hop:  0.4581
		3-Hop:  0.3648
Relation-Set Overlap Metrics
	Recall:  0.7773
	Precision:  0.8479
	F1 Score:  0.8026
Relation Edit Distance Metrics:
	Overall Average:  0.2362
		2-Hop:  0.2136
		4-Hop:  0.2933
		3-Hop:  0.2614

Score for iteration 7900
Answer Metrics
	Hits@1:  0.8843
	Hits@3:  0.9473
	Hits@5:  0.9589
	Hits@10:  0.9704
	Hits@20:  0.9801
	MRR:  0.9188
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9062
		MRR:  0.9375
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9059
	3-Hop
		Hits@1:  0.8405
		MRR:  0.8841
Valid Action Count at Each Step
	Overall Average: 33.3777
		Step 1: 20.9075
		Step 2: 24.8360
		Step 3: 26.9940
		Step 4: 60.7735
Entropy Metrics
	Question Entropy:  0.0403
	Path Entropy:  0.1611
		Step 1:  0.0103
		Step 2:  0.0098
		Step 3:  0.0362
		Step 4:  0.1048
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4433
	Restart Rate:  0.0000
	No-Op Rate:  0.4433
	Cycle Rate:  0.0049
	Backtrack Rate:  0.0000
	Unique Edges:  2.2269
	Redundancy:  0.0013
	Avg Segment Hops:  2.2269
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0174
	F1 Score:  0.0341
GT-Edge Overlap Metrics
	Recall:  0.6684
	Precision:  0.6979
	F1 Score:  0.6797
Node-Set Overlap Metrics
	Recall:  0.8629
	Precision:  0.9362
	F1 Score:  0.8929
Path Edit Distance Metrics:
	Overall Average:  0.3346
		2-Hop:  0.2795
		4-Hop:  0.4735
		3-Hop:  0.3958
Relation-Set Overlap Metrics
	Recall:  0.7735
	Precision:  0.8601
	F1 Score:  0.8049
Relation Edit Distance Metrics:
	Overall Average:  0.2335
		2-Hop:  0.1986
		4-Hop:  0.2947
		3-Hop:  0.2830

Score for iteration 8000
Answer Metrics
	Hits@1:  0.8952
	Hits@3:  0.9569
	Hits@5:  0.9659
	Hits@10:  0.9743
	Hits@20:  0.9839
	MRR:  0.9278
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9094
		MRR:  0.9402
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9239
	3-Hop
		Hits@1:  0.8656
		MRR:  0.9029
Valid Action Count at Each Step
	Overall Average: 32.7634
		Step 1: 20.9075
		Step 2: 25.1086
		Step 3: 26.0859
		Step 4: 58.9517
Entropy Metrics
	Question Entropy:  0.0412
	Path Entropy:  0.1650
		Step 1:  0.0113
		Step 2:  0.0085
		Step 3:  0.0355
		Step 4:  0.1097
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4365
	Restart Rate:  0.0000
	No-Op Rate:  0.4365
	Cycle Rate:  0.0034
	Backtrack Rate:  0.0000
	Unique Edges:  2.2539
	Redundancy:  0.0013
	Avg Segment Hops:  2.2539
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0169
	F1 Score:  0.0332
GT-Edge Overlap Metrics
	Recall:  0.6831
	Precision:  0.7082
	F1 Score:  0.6926
Node-Set Overlap Metrics
	Recall:  0.8716
	Precision:  0.9385
	F1 Score:  0.8987
Path Edit Distance Metrics:
	Overall Average:  0.3210
		2-Hop:  0.2834
		4-Hop:  0.4637
		3-Hop:  0.3432
Relation-Set Overlap Metrics
	Recall:  0.7876
	Precision:  0.8684
	F1 Score:  0.8167
Relation Edit Distance Metrics:
	Overall Average:  0.2213
		2-Hop:  0.2029
		4-Hop:  0.2905
		3-Hop:  0.2323

Score for iteration 8100
Answer Metrics
	Hits@1:  0.8843
	Hits@3:  0.9524
	Hits@5:  0.9634
	Hits@10:  0.9724
	Hits@20:  0.9814
	MRR:  0.9191
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8977
		MRR:  0.9311
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9150
	3-Hop
		Hits@1:  0.8565
		MRR:  0.8949
Valid Action Count at Each Step
	Overall Average: 33.0839
		Step 1: 20.9075
		Step 2: 25.5559
		Step 3: 26.8486
		Step 4: 59.0237
Entropy Metrics
	Question Entropy:  0.0406
	Path Entropy:  0.1625
		Step 1:  0.0117
		Step 2:  0.0106
		Step 3:  0.0339
		Step 4:  0.1062
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4357
	Restart Rate:  0.0000
	No-Op Rate:  0.4357
	Cycle Rate:  0.0052
	Backtrack Rate:  0.0000
	Unique Edges:  2.2564
	Redundancy:  0.0015
	Avg Segment Hops:  2.2571
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0176
	F1 Score:  0.0346
GT-Edge Overlap Metrics
	Recall:  0.6775
	Precision:  0.7029
	F1 Score:  0.6874
Node-Set Overlap Metrics
	Recall:  0.8659
	Precision:  0.9326
	F1 Score:  0.8930
Path Edit Distance Metrics:
	Overall Average:  0.3263
		2-Hop:  0.2877
		4-Hop:  0.4763
		3-Hop:  0.3478
Relation-Set Overlap Metrics
	Recall:  0.7820
	Precision:  0.8602
	F1 Score:  0.8103
Relation Edit Distance Metrics:
	Overall Average:  0.2268
		2-Hop:  0.2076
		4-Hop:  0.3031
		3-Hop:  0.2365

Score for iteration 8200
Answer Metrics
	Hits@1:  0.8978
	Hits@3:  0.9479
	Hits@5:  0.9557
	Hits@10:  0.9704
	Hits@20:  0.9807
	MRR:  0.9255
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9158
		MRR:  0.9406
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9231
	3-Hop
		Hits@1:  0.8610
		MRR:  0.8943
Valid Action Count at Each Step
	Overall Average: 32.9335
		Step 1: 20.9075
		Step 2: 25.3106
		Step 3: 26.7417
		Step 4: 58.7744
Entropy Metrics
	Question Entropy:  0.0411
	Path Entropy:  0.1644
		Step 1:  0.0148
		Step 2:  0.0108
		Step 3:  0.0354
		Step 4:  0.1034
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4309
	Restart Rate:  0.0000
	No-Op Rate:  0.4309
	Cycle Rate:  0.0087
	Backtrack Rate:  0.0000
	Unique Edges:  2.2757
	Redundancy:  0.0009
	Avg Segment Hops:  2.2763
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0180
	F1 Score:  0.0353
GT-Edge Overlap Metrics
	Recall:  0.6854
	Precision:  0.7094
	F1 Score:  0.6943
Node-Set Overlap Metrics
	Recall:  0.8735
	Precision:  0.9392
	F1 Score:  0.9001
Path Edit Distance Metrics:
	Overall Average:  0.3225
		2-Hop:  0.2807
		4-Hop:  0.4455
		3-Hop:  0.3614
Relation-Set Overlap Metrics
	Recall:  0.7912
	Precision:  0.8673
	F1 Score:  0.8181
Relation Edit Distance Metrics:
	Overall Average:  0.2220
		2-Hop:  0.1979
		4-Hop:  0.2779
		3-Hop:  0.2508

Score for iteration 8300
Answer Metrics
	Hits@1:  0.8670
	Hits@3:  0.9351
	Hits@5:  0.9518
	Hits@10:  0.9653
	Hits@20:  0.9762
	MRR:  0.9048
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9019
		MRR:  0.9336
	4-Hop
		Hits@1:  0.8212
		MRR:  0.8644
	3-Hop
		Hits@1:  0.8109
		MRR:  0.8598
Valid Action Count at Each Step
	Overall Average: 32.5996
		Step 1: 20.9075
		Step 2: 23.4548
		Step 3: 24.9784
		Step 4: 61.0579
Entropy Metrics
	Question Entropy:  0.0362
	Path Entropy:  0.1446
		Step 1:  0.0157
		Step 2:  0.0074
		Step 3:  0.0271
		Step 4:  0.0943
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4520
	Restart Rate:  0.0000
	No-Op Rate:  0.4520
	Cycle Rate:  0.0108
	Backtrack Rate:  0.0000
	Unique Edges:  2.1922
	Redundancy:  0.0006
	Avg Segment Hops:  2.1922
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9859
	Precision:  0.0172
	F1 Score:  0.0338
GT-Edge Overlap Metrics
	Recall:  0.6562
	Precision:  0.6914
	F1 Score:  0.6699
Node-Set Overlap Metrics
	Recall:  0.8523
	Precision:  0.9359
	F1 Score:  0.8869
Path Edit Distance Metrics:
	Overall Average:  0.3509
		2-Hop:  0.2775
		4-Hop:  0.5363
		3-Hop:  0.4320
Relation-Set Overlap Metrics
	Recall:  0.7609
	Precision:  0.8544
	F1 Score:  0.7953
Relation Edit Distance Metrics:
	Overall Average:  0.2476
		2-Hop:  0.1960
		4-Hop:  0.3575
		3-Hop:  0.3132

Score for iteration 8400
Answer Metrics
	Hits@1:  0.8721
	Hits@3:  0.9479
	Hits@5:  0.9634
	Hits@10:  0.9717
	Hits@20:  0.9826
	MRR:  0.9126
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8923
		MRR:  0.9290
	4-Hop
		Hits@1:  0.8547
		MRR:  0.8912
	3-Hop
		Hits@1:  0.8360
		MRR:  0.8864
Valid Action Count at Each Step
	Overall Average: 32.9095
		Step 1: 20.9075
		Step 2: 26.9767
		Step 3: 28.4463
		Step 4: 55.3074
Entropy Metrics
	Question Entropy:  0.0395
	Path Entropy:  0.1580
		Step 1:  0.0159
		Step 2:  0.0082
		Step 3:  0.0377
		Step 4:  0.0962
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4524
	Restart Rate:  0.0000
	No-Op Rate:  0.4524
	Cycle Rate:  0.0053
	Backtrack Rate:  0.0000
	Unique Edges:  2.1902
	Redundancy:  0.0006
	Avg Segment Hops:  2.1902
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0182
	F1 Score:  0.0356
GT-Edge Overlap Metrics
	Recall:  0.6373
	Precision:  0.6677
	F1 Score:  0.6492
Node-Set Overlap Metrics
	Recall:  0.8477
	Precision:  0.9302
	F1 Score:  0.8815
Path Edit Distance Metrics:
	Overall Average:  0.3653
		2-Hop:  0.3165
		4-Hop:  0.5196
		3-Hop:  0.4068
Relation-Set Overlap Metrics
	Recall:  0.7439
	Precision:  0.8329
	F1 Score:  0.7767
Relation Edit Distance Metrics:
	Overall Average:  0.2633
		2-Hop:  0.2360
		4-Hop:  0.3338
		3-Hop:  0.2929

Score for iteration 8500
Answer Metrics
	Hits@1:  0.8824
	Hits@3:  0.9531
	Hits@5:  0.9685
	Hits@10:  0.9781
	Hits@20:  0.9833
	MRR:  0.9203
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8955
		MRR:  0.9335
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9190
	3-Hop
		Hits@1:  0.8497
		MRR:  0.8926
Valid Action Count at Each Step
	Overall Average: 32.6224
		Step 1: 20.9075
		Step 2: 27.8059
		Step 3: 28.7184
		Step 4: 53.0579
Entropy Metrics
	Question Entropy:  0.0372
	Path Entropy:  0.1488
		Step 1:  0.0167
		Step 2:  0.0077
		Step 3:  0.0376
		Step 4:  0.0869
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4436
	Restart Rate:  0.0000
	No-Op Rate:  0.4436
	Cycle Rate:  0.0056
	Backtrack Rate:  0.0000
	Unique Edges:  2.2256
	Redundancy:  0.0006
	Avg Segment Hops:  2.2256
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0185
	F1 Score:  0.0363
GT-Edge Overlap Metrics
	Recall:  0.6541
	Precision:  0.6807
	F1 Score:  0.6642
Node-Set Overlap Metrics
	Recall:  0.8587
	Precision:  0.9345
	F1 Score:  0.8894
Path Edit Distance Metrics:
	Overall Average:  0.3496
		2-Hop:  0.3208
		4-Hop:  0.4525
		3-Hop:  0.3690
Relation-Set Overlap Metrics
	Recall:  0.7619
	Precision:  0.8477
	F1 Score:  0.7927
Relation Edit Distance Metrics:
	Overall Average:  0.2462
		2-Hop:  0.2377
		4-Hop:  0.2696
		3-Hop:  0.2547

Score for iteration 8600
Answer Metrics
	Hits@1:  0.8837
	Hits@3:  0.9505
	Hits@5:  0.9653
	Hits@10:  0.9769
	Hits@20:  0.9814
	MRR:  0.9208
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8945
		MRR:  0.9295
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9247
	3-Hop
		Hits@1:  0.8565
		MRR:  0.9007
Valid Action Count at Each Step
	Overall Average: 33.7741
		Step 1: 20.9075
		Step 2: 27.7880
		Step 3: 32.1153
		Step 4: 54.2856
Entropy Metrics
	Question Entropy:  0.0422
	Path Entropy:  0.1690
		Step 1:  0.0135
		Step 2:  0.0104
		Step 3:  0.0428
		Step 4:  0.1022
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4213
	Restart Rate:  0.0000
	No-Op Rate:  0.4213
	Cycle Rate:  0.0167
	Backtrack Rate:  0.0000
	Unique Edges:  2.3149
	Redundancy:  0.0006
	Avg Segment Hops:  2.3149
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0185
	F1 Score:  0.0363
GT-Edge Overlap Metrics
	Recall:  0.6801
	Precision:  0.6923
	F1 Score:  0.6836
Node-Set Overlap Metrics
	Recall:  0.8725
	Precision:  0.9345
	F1 Score:  0.8973
Path Edit Distance Metrics:
	Overall Average:  0.3366
		2-Hop:  0.3034
		4-Hop:  0.4539
		3-Hop:  0.3597
Relation-Set Overlap Metrics
	Recall:  0.7809
	Precision:  0.8434
	F1 Score:  0.8023
Relation Edit Distance Metrics:
	Overall Average:  0.2421
		2-Hop:  0.2257
		4-Hop:  0.2849
		3-Hop:  0.2597

Score for iteration 8700
Answer Metrics
	Hits@1:  0.8650
	Hits@3:  0.9434
	Hits@5:  0.9640
	Hits@10:  0.9781
	Hits@20:  0.9826
	MRR:  0.9092
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8635
		MRR:  0.9133
	4-Hop
		Hits@1:  0.9106
		MRR:  0.9286
	3-Hop
		Hits@1:  0.8497
		MRR:  0.8925
Valid Action Count at Each Step
	Overall Average: 32.3771
		Step 1: 20.9075
		Step 2: 26.1939
		Step 3: 29.4806
		Step 4: 52.9264
Entropy Metrics
	Question Entropy:  0.0433
	Path Entropy:  0.1733
		Step 1:  0.0128
		Step 2:  0.0147
		Step 3:  0.0460
		Step 4:  0.0998
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4277
	Restart Rate:  0.0000
	No-Op Rate:  0.4277
	Cycle Rate:  0.0087
	Backtrack Rate:  0.0000
	Unique Edges:  2.2886
	Redundancy:  0.0009
	Avg Segment Hops:  2.2892
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0181
	F1 Score:  0.0355
GT-Edge Overlap Metrics
	Recall:  0.6802
	Precision:  0.6970
	F1 Score:  0.6855
Node-Set Overlap Metrics
	Recall:  0.8686
	Precision:  0.9314
	F1 Score:  0.8937
Path Edit Distance Metrics:
	Overall Average:  0.3279
		2-Hop:  0.3141
		4-Hop:  0.3911
		3-Hop:  0.3314
Relation-Set Overlap Metrics
	Recall:  0.7829
	Precision:  0.8630
	F1 Score:  0.8111
Relation Edit Distance Metrics:
	Overall Average:  0.2300
		2-Hop:  0.2314
		4-Hop:  0.2291
		3-Hop:  0.2274

Score for iteration 8800
Answer Metrics
	Hits@1:  0.8901
	Hits@3:  0.9492
	Hits@5:  0.9614
	Hits@10:  0.9704
	Hits@20:  0.9762
	MRR:  0.9218
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9104
		MRR:  0.9406
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9142
	3-Hop
		Hits@1:  0.8474
		MRR:  0.8847
Valid Action Count at Each Step
	Overall Average: 32.1714
		Step 1: 20.9075
		Step 2: 24.6190
		Step 3: 27.6256
		Step 4: 55.5333
Entropy Metrics
	Question Entropy:  0.0357
	Path Entropy:  0.1428
		Step 1:  0.0099
		Step 2:  0.0137
		Step 3:  0.0280
		Step 4:  0.0912
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4341
	Restart Rate:  0.0000
	No-Op Rate:  0.4341
	Cycle Rate:  0.0054
	Backtrack Rate:  0.0000
	Unique Edges:  2.2635
	Redundancy:  0.0000
	Avg Segment Hops:  2.2635
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9859
	Precision:  0.0178
	F1 Score:  0.0348
GT-Edge Overlap Metrics
	Recall:  0.6799
	Precision:  0.7042
	F1 Score:  0.6890
Node-Set Overlap Metrics
	Recall:  0.8690
	Precision:  0.9351
	F1 Score:  0.8956
Path Edit Distance Metrics:
	Overall Average:  0.3237
		2-Hop:  0.2961
		4-Hop:  0.4162
		3-Hop:  0.3449
Relation-Set Overlap Metrics
	Recall:  0.7810
	Precision:  0.8593
	F1 Score:  0.8089
Relation Edit Distance Metrics:
	Overall Average:  0.2261
		2-Hop:  0.2132
		4-Hop:  0.2430
		3-Hop:  0.2466

Score for iteration 8900
Answer Metrics
	Hits@1:  0.9010
	Hits@3:  0.9512
	Hits@5:  0.9602
	Hits@10:  0.9711
	Hits@20:  0.9781
	MRR:  0.9287
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9222
		MRR:  0.9478
	4-Hop
		Hits@1:  0.8659
		MRR:  0.8965
	3-Hop
		Hits@1:  0.8702
		MRR:  0.9011
Valid Action Count at Each Step
	Overall Average: 33.0034
		Step 1: 20.9075
		Step 2: 23.8040
		Step 3: 28.2338
		Step 4: 59.0685
Entropy Metrics
	Question Entropy:  0.0385
	Path Entropy:  0.1539
		Step 1:  0.0079
		Step 2:  0.0059
		Step 3:  0.0299
		Step 4:  0.1102
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4407
	Restart Rate:  0.0000
	No-Op Rate:  0.4407
	Cycle Rate:  0.0081
	Backtrack Rate:  0.0000
	Unique Edges:  2.2371
	Redundancy:  0.0000
	Avg Segment Hops:  2.2371
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9859
	Precision:  0.0177
	F1 Score:  0.0347
GT-Edge Overlap Metrics
	Recall:  0.6854
	Precision:  0.7130
	F1 Score:  0.6964
Node-Set Overlap Metrics
	Recall:  0.8733
	Precision:  0.9445
	F1 Score:  0.9025
Path Edit Distance Metrics:
	Overall Average:  0.3169
		2-Hop:  0.2675
		4-Hop:  0.4916
		3-Hop:  0.3514
Relation-Set Overlap Metrics
	Recall:  0.7856
	Precision:  0.8682
	F1 Score:  0.8161
Relation Edit Distance Metrics:
	Overall Average:  0.2196
		2-Hop:  0.1905
		4-Hop:  0.3170
		3-Hop:  0.2422

Score for iteration 9000
Answer Metrics
	Hits@1:  0.8785
	Hits@3:  0.9499
	Hits@5:  0.9608
	Hits@10:  0.9724
	Hits@20:  0.9807
	MRR:  0.9149
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8849
		MRR:  0.9224
	4-Hop
		Hits@1:  0.9106
		MRR:  0.9326
	3-Hop
		Hits@1:  0.8519
		MRR:  0.8916
Valid Action Count at Each Step
	Overall Average: 34.2183
		Step 1: 20.9075
		Step 2: 25.6018
		Step 3: 32.7465
		Step 4: 57.6174
Entropy Metrics
	Question Entropy:  0.0512
	Path Entropy:  0.2048
		Step 1:  0.0137
		Step 2:  0.0155
		Step 3:  0.0459
		Step 4:  0.1298
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4140
	Restart Rate:  0.0000
	No-Op Rate:  0.4140
	Cycle Rate:  0.0155
	Backtrack Rate:  0.0000
	Unique Edges:  2.3438
	Redundancy:  0.0000
	Avg Segment Hops:  2.3438
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0185
	F1 Score:  0.0362
GT-Edge Overlap Metrics
	Recall:  0.6744
	Precision:  0.6810
	F1 Score:  0.6752
Node-Set Overlap Metrics
	Recall:  0.8692
	Precision:  0.9258
	F1 Score:  0.8916
Path Edit Distance Metrics:
	Overall Average:  0.3443
		2-Hop:  0.3118
		4-Hop:  0.4721
		3-Hop:  0.3614
Relation-Set Overlap Metrics
	Recall:  0.7776
	Precision:  0.8339
	F1 Score:  0.7958
Relation Edit Distance Metrics:
	Overall Average:  0.2480
		2-Hop:  0.2337
		4-Hop:  0.3003
		3-Hop:  0.2574

Score for iteration 9100
Answer Metrics
	Hits@1:  0.8380
	Hits@3:  0.9332
	Hits@5:  0.9492
	Hits@10:  0.9634
	Hits@20:  0.9756
	MRR:  0.8892
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9126
	4-Hop
		Hits@1:  0.7654
		MRR:  0.8355
	3-Hop
		Hits@1:  0.8018
		MRR:  0.8612
Valid Action Count at Each Step
	Overall Average: 29.2942
		Step 1: 20.9075
		Step 2: 24.0158
		Step 3: 27.5102
		Step 4: 44.7433
Entropy Metrics
	Question Entropy:  0.0349
	Path Entropy:  0.1396
		Step 1:  0.0076
		Step 2:  0.0054
		Step 3:  0.0368
		Step 4:  0.0897
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4526
	Restart Rate:  0.0000
	No-Op Rate:  0.4526
	Cycle Rate:  0.0094
	Backtrack Rate:  0.0000
	Unique Edges:  2.1877
	Redundancy:  0.0019
	Avg Segment Hops:  2.1896
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0184
	F1 Score:  0.0360
GT-Edge Overlap Metrics
	Recall:  0.6533
	Precision:  0.6895
	F1 Score:  0.6671
Node-Set Overlap Metrics
	Recall:  0.8506
	Precision:  0.9348
	F1 Score:  0.8849
Path Edit Distance Metrics:
	Overall Average:  0.3493
		2-Hop:  0.3120
		4-Hop:  0.5349
		3-Hop:  0.3533
Relation-Set Overlap Metrics
	Recall:  0.7514
	Precision:  0.8479
	F1 Score:  0.7865
Relation Edit Distance Metrics:
	Overall Average:  0.2541
		2-Hop:  0.2349
		4-Hop:  0.3631
		3-Hop:  0.2508

Score for iteration 9200
Answer Metrics
	Hits@1:  0.8406
	Hits@3:  0.9261
	Hits@5:  0.9441
	Hits@10:  0.9621
	Hits@20:  0.9743
	MRR:  0.8886
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8550
		MRR:  0.9079
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8711
	3-Hop
		Hits@1:  0.8132
		MRR:  0.8544
Valid Action Count at Each Step
	Overall Average: 29.9219
		Step 1: 20.9075
		Step 2: 22.1752
		Step 3: 25.2894
		Step 4: 51.3153
Entropy Metrics
	Question Entropy:  0.0383
	Path Entropy:  0.1531
		Step 1:  0.0072
		Step 2:  0.0077
		Step 3:  0.0268
		Step 4:  0.1114
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4638
	Restart Rate:  0.0000
	No-Op Rate:  0.4638
	Cycle Rate:  0.0061
	Backtrack Rate:  0.0000
	Unique Edges:  2.1446
	Redundancy:  0.0006
	Avg Segment Hops:  2.1446
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9865
	Precision:  0.0162
	F1 Score:  0.0318
GT-Edge Overlap Metrics
	Recall:  0.6341
	Precision:  0.6822
	F1 Score:  0.6524
Node-Set Overlap Metrics
	Recall:  0.8399
	Precision:  0.9333
	F1 Score:  0.8785
Path Edit Distance Metrics:
	Overall Average:  0.3688
		2-Hop:  0.3179
		4-Hop:  0.5237
		3-Hop:  0.4144
Relation-Set Overlap Metrics
	Recall:  0.7407
	Precision:  0.8538
	F1 Score:  0.7821
Relation Edit Distance Metrics:
	Overall Average:  0.2629
		2-Hop:  0.2301
		4-Hop:  0.3534
		3-Hop:  0.2959

Score for iteration 9300
Answer Metrics
	Hits@1:  0.8901
	Hits@3:  0.9524
	Hits@5:  0.9640
	Hits@10:  0.9775
	Hits@20:  0.9852
	MRR:  0.9241
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9051
		MRR:  0.9359
	4-Hop
		Hits@1:  0.8659
		MRR:  0.9055
	3-Hop
		Hits@1:  0.8679
		MRR:  0.9066
Valid Action Count at Each Step
	Overall Average: 33.9678
		Step 1: 20.9075
		Step 2: 24.5373
		Step 3: 29.7107
		Step 4: 60.7157
Entropy Metrics
	Question Entropy:  0.0367
	Path Entropy:  0.1466
		Step 1:  0.0082
		Step 2:  0.0122
		Step 3:  0.0306
		Step 4:  0.0956
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4115
	Restart Rate:  0.0000
	No-Op Rate:  0.4115
	Cycle Rate:  0.0274
	Backtrack Rate:  0.0000
	Unique Edges:  2.3535
	Redundancy:  0.0009
	Avg Segment Hops:  2.3541
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0174
	F1 Score:  0.0342
GT-Edge Overlap Metrics
	Recall:  0.6930
	Precision:  0.6998
	F1 Score:  0.6938
Node-Set Overlap Metrics
	Recall:  0.8761
	Precision:  0.9376
	F1 Score:  0.9010
Path Edit Distance Metrics:
	Overall Average:  0.3299
		2-Hop:  0.2778
		4-Hop:  0.5279
		3-Hop:  0.3605
Relation-Set Overlap Metrics
	Recall:  0.7912
	Precision:  0.8463
	F1 Score:  0.8088
Relation Edit Distance Metrics:
	Overall Average:  0.2363
		2-Hop:  0.2038
		4-Hop:  0.3589
		3-Hop:  0.2559

Score for iteration 9400
Answer Metrics
	Hits@1:  0.9030
	Hits@3:  0.9569
	Hits@5:  0.9672
	Hits@10:  0.9749
	Hits@20:  0.9814
	MRR:  0.9320
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9222
		MRR:  0.9495
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9236
	3-Hop
		Hits@1:  0.8656
		MRR:  0.8981
Valid Action Count at Each Step
	Overall Average: 33.7041
		Step 1: 20.9075
		Step 2: 25.5613
		Step 3: 28.9832
		Step 4: 59.3643
Entropy Metrics
	Question Entropy:  0.0445
	Path Entropy:  0.1782
		Step 1:  0.0116
		Step 2:  0.0094
		Step 3:  0.0368
		Step 4:  0.1204
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4232
	Restart Rate:  0.0000
	No-Op Rate:  0.4232
	Cycle Rate:  0.0239
	Backtrack Rate:  0.0000
	Unique Edges:  2.3072
	Redundancy:  0.0006
	Avg Segment Hops:  2.3072
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0167
	F1 Score:  0.0328
GT-Edge Overlap Metrics
	Recall:  0.6830
	Precision:  0.6939
	F1 Score:  0.6857
Node-Set Overlap Metrics
	Recall:  0.8732
	Precision:  0.9425
	F1 Score:  0.9016
Path Edit Distance Metrics:
	Overall Average:  0.3392
		2-Hop:  0.2713
		4-Hop:  0.5251
		3-Hop:  0.4083
Relation-Set Overlap Metrics
	Recall:  0.7833
	Precision:  0.8439
	F1 Score:  0.8032
Relation Edit Distance Metrics:
	Overall Average:  0.2429
		2-Hop:  0.1961
		4-Hop:  0.3492
		3-Hop:  0.2995

Score for iteration 9500
Answer Metrics
	Hits@1:  0.9055
	Hits@3:  0.9550
	Hits@5:  0.9659
	Hits@10:  0.9756
	Hits@20:  0.9826
	MRR:  0.9336
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9179
		MRR:  0.9440
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9201
	3-Hop
		Hits@1:  0.8838
		MRR:  0.9167
Valid Action Count at Each Step
	Overall Average: 34.3236
		Step 1: 20.9075
		Step 2: 25.8243
		Step 3: 27.9636
		Step 4: 62.5991
Entropy Metrics
	Question Entropy:  0.0401
	Path Entropy:  0.1604
		Step 1:  0.0069
		Step 2:  0.0064
		Step 3:  0.0365
		Step 4:  0.1106
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4145
	Restart Rate:  0.0000
	No-Op Rate:  0.4145
	Cycle Rate:  0.0226
	Backtrack Rate:  0.0000
	Unique Edges:  2.3419
	Redundancy:  0.0006
	Avg Segment Hops:  2.3419
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0171
	F1 Score:  0.0335
GT-Edge Overlap Metrics
	Recall:  0.7014
	Precision:  0.7098
	F1 Score:  0.7028
Node-Set Overlap Metrics
	Recall:  0.8848
	Precision:  0.9438
	F1 Score:  0.9089
Path Edit Distance Metrics:
	Overall Average:  0.3194
		2-Hop:  0.2697
		4-Hop:  0.4874
		3-Hop:  0.3571
Relation-Set Overlap Metrics
	Recall:  0.8000
	Precision:  0.8581
	F1 Score:  0.8193
Relation Edit Distance Metrics:
	Overall Average:  0.2262
		2-Hop:  0.1962
		4-Hop:  0.3087
		3-Hop:  0.2566

Score for iteration 9600
Answer Metrics
	Hits@1:  0.8451
	Hits@3:  0.9351
	Hits@5:  0.9473
	Hits@10:  0.9627
	Hits@20:  0.9704
	MRR:  0.8921
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8710
		MRR:  0.9142
	4-Hop
		Hits@1:  0.7877
		MRR:  0.8379
	3-Hop
		Hits@1:  0.8132
		MRR:  0.8669
Valid Action Count at Each Step
	Overall Average: 28.8075
		Step 1: 20.9075
		Step 2: 24.8731
		Step 3: 25.6236
		Step 4: 43.8259
Entropy Metrics
	Question Entropy:  0.0483
	Path Entropy:  0.1932
		Step 1:  0.0100
		Step 2:  0.0076
		Step 3:  0.0334
		Step 4:  0.1422
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4197
	Restart Rate:  0.0000
	No-Op Rate:  0.4197
	Cycle Rate:  0.0212
	Backtrack Rate:  0.0000
	Unique Edges:  2.3143
	Redundancy:  0.0027
	Avg Segment Hops:  2.3213
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9878
	Precision:  0.0168
	F1 Score:  0.0330
GT-Edge Overlap Metrics
	Recall:  0.6780
	Precision:  0.6973
	F1 Score:  0.6840
Node-Set Overlap Metrics
	Recall:  0.8630
	Precision:  0.9265
	F1 Score:  0.8884
Path Edit Distance Metrics:
	Overall Average:  0.3327
		2-Hop:  0.2950
		4-Hop:  0.5070
		3-Hop:  0.3421
Relation-Set Overlap Metrics
	Recall:  0.7788
	Precision:  0.8575
	F1 Score:  0.8065
Relation Edit Distance Metrics:
	Overall Average:  0.2384
		2-Hop:  0.2159
		4-Hop:  0.3464
		3-Hop:  0.2426

Score for iteration 9700
Answer Metrics
	Hits@1:  0.9030
	Hits@3:  0.9582
	Hits@5:  0.9679
	Hits@10:  0.9769
	Hits@20:  0.9846
	MRR:  0.9329
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9211
		MRR:  0.9472
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9200
	3-Hop
		Hits@1:  0.8702
		MRR:  0.9075
Valid Action Count at Each Step
	Overall Average: 32.9199
		Step 1: 20.9075
		Step 2: 23.5440
		Step 3: 25.7720
		Step 4: 61.4560
Entropy Metrics
	Question Entropy:  0.0375
	Path Entropy:  0.1501
		Step 1:  0.0073
		Step 2:  0.0069
		Step 3:  0.0260
		Step 4:  0.1098
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4266
	Restart Rate:  0.0000
	No-Op Rate:  0.4266
	Cycle Rate:  0.0164
	Backtrack Rate:  0.0000
	Unique Edges:  2.2924
	Redundancy:  0.0010
	Avg Segment Hops:  2.2937
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0165
	F1 Score:  0.0324
GT-Edge Overlap Metrics
	Recall:  0.6888
	Precision:  0.7087
	F1 Score:  0.6959
Node-Set Overlap Metrics
	Recall:  0.8751
	Precision:  0.9417
	F1 Score:  0.9023
Path Edit Distance Metrics:
	Overall Average:  0.3249
		2-Hop:  0.2646
		4-Hop:  0.4930
		3-Hop:  0.3852
Relation-Set Overlap Metrics
	Recall:  0.7917
	Precision:  0.8636
	F1 Score:  0.8172
Relation Edit Distance Metrics:
	Overall Average:  0.2251
		2-Hop:  0.1864
		4-Hop:  0.3156
		3-Hop:  0.2711

Score for iteration 9800
Answer Metrics
	Hits@1:  0.8895
	Hits@3:  0.9467
	Hits@5:  0.9602
	Hits@10:  0.9743
	Hits@20:  0.9839
	MRR:  0.9221
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9211
		MRR:  0.9468
	4-Hop
		Hits@1:  0.8715
		MRR:  0.9057
	3-Hop
		Hits@1:  0.8292
		MRR:  0.8761
Valid Action Count at Each Step
	Overall Average: 31.1458
		Step 1: 20.9075
		Step 2: 23.3222
		Step 3: 24.8075
		Step 4: 55.5460
Entropy Metrics
	Question Entropy:  0.0380
	Path Entropy:  0.1519
		Step 1:  0.0055
		Step 2:  0.0062
		Step 3:  0.0242
		Step 4:  0.1160
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4372
	Restart Rate:  0.0000
	No-Op Rate:  0.4372
	Cycle Rate:  0.0071
	Backtrack Rate:  0.0000
	Unique Edges:  2.2506
	Redundancy:  0.0008
	Avg Segment Hops:  2.2513
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9878
	Precision:  0.0158
	F1 Score:  0.0311
GT-Edge Overlap Metrics
	Recall:  0.6873
	Precision:  0.7153
	F1 Score:  0.6983
Node-Set Overlap Metrics
	Recall:  0.8724
	Precision:  0.9404
	F1 Score:  0.9005
Path Edit Distance Metrics:
	Overall Average:  0.3168
		2-Hop:  0.2544
		4-Hop:  0.4874
		3-Hop:  0.3804
Relation-Set Overlap Metrics
	Recall:  0.7893
	Precision:  0.8701
	F1 Score:  0.8192
Relation Edit Distance Metrics:
	Overall Average:  0.2196
		2-Hop:  0.1805
		4-Hop:  0.3142
		3-Hop:  0.2646

Score for iteration 9900
Answer Metrics
	Hits@1:  0.9049
	Hits@3:  0.9589
	Hits@5:  0.9685
	Hits@10:  0.9775
	Hits@20:  0.9852
	MRR:  0.9346
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9200
		MRR:  0.9477
	4-Hop
		Hits@1:  0.9106
		MRR:  0.9298
	3-Hop
		Hits@1:  0.8702
		MRR:  0.9086
Valid Action Count at Each Step
	Overall Average: 32.2371
		Step 1: 20.9075
		Step 2: 24.0218
		Step 3: 25.8744
		Step 4: 58.1447
Entropy Metrics
	Question Entropy:  0.0386
	Path Entropy:  0.1543
		Step 1:  0.0099
		Step 2:  0.0056
		Step 3:  0.0308
		Step 4:  0.1081
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4158
	Restart Rate:  0.0000
	No-Op Rate:  0.4158
	Cycle Rate:  0.0149
	Backtrack Rate:  0.0000
	Unique Edges:  2.3361
	Redundancy:  0.0002
	Avg Segment Hops:  2.3368
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0160
	F1 Score:  0.0315
GT-Edge Overlap Metrics
	Recall:  0.6966
	Precision:  0.7104
	F1 Score:  0.7011
Node-Set Overlap Metrics
	Recall:  0.8828
	Precision:  0.9380
	F1 Score:  0.9052
Path Edit Distance Metrics:
	Overall Average:  0.3169
		2-Hop:  0.2717
		4-Hop:  0.4749
		3-Hop:  0.3493
Relation-Set Overlap Metrics
	Recall:  0.7998
	Precision:  0.8613
	F1 Score:  0.8212
Relation Edit Distance Metrics:
	Overall Average:  0.2216
		2-Hop:  0.1958
		4-Hop:  0.2947
		3-Hop:  0.2470

Score for iteration 10000
Answer Metrics
	Hits@1:  0.8830
	Hits@3:  0.9544
	Hits@5:  0.9653
	Hits@10:  0.9724
	Hits@20:  0.9826
	MRR:  0.9207
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8955
		MRR:  0.9302
	4-Hop
		Hits@1:  0.8603
		MRR:  0.9082
	3-Hop
		Hits@1:  0.8656
		MRR:  0.9056
Valid Action Count at Each Step
	Overall Average: 31.5610
		Step 1: 20.9075
		Step 2: 25.0897
		Step 3: 26.4024
		Step 4: 53.8446
Entropy Metrics
	Question Entropy:  0.0365
	Path Entropy:  0.1462
		Step 1:  0.0101
		Step 2:  0.0077
		Step 3:  0.0318
		Step 4:  0.0967
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4038
	Restart Rate:  0.0000
	No-Op Rate:  0.4038
	Cycle Rate:  0.0135
	Backtrack Rate:  0.0000
	Unique Edges:  2.3837
	Redundancy:  0.0010
	Avg Segment Hops:  2.3850
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9884
	Precision:  0.0171
	F1 Score:  0.0336
GT-Edge Overlap Metrics
	Recall:  0.6925
	Precision:  0.6983
	F1 Score:  0.6927
Node-Set Overlap Metrics
	Recall:  0.8788
	Precision:  0.9233
	F1 Score:  0.8956
Path Edit Distance Metrics:
	Overall Average:  0.3228
		2-Hop:  0.2885
		4-Hop:  0.4707
		3-Hop:  0.3358
Relation-Set Overlap Metrics
	Recall:  0.8000
	Precision:  0.8557
	F1 Score:  0.8180
Relation Edit Distance Metrics:
	Overall Average:  0.2245
		2-Hop:  0.2064
		4-Hop:  0.2933
		3-Hop:  0.2352

Score for iteration 10100
Answer Metrics
	Hits@1:  0.8625
	Hits@3:  0.9447
	Hits@5:  0.9589
	Hits@10:  0.9724
	Hits@20:  0.9820
	MRR:  0.9065
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8731
		MRR:  0.9155
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9147
	3-Hop
		Hits@1:  0.8337
		MRR:  0.8839
Valid Action Count at Each Step
	Overall Average: 33.4694
		Step 1: 20.9075
		Step 2: 28.2218
		Step 3: 28.8460
		Step 4: 55.9023
Entropy Metrics
	Question Entropy:  0.0414
	Path Entropy:  0.1655
		Step 1:  0.0124
		Step 2:  0.0106
		Step 3:  0.0463
		Step 4:  0.0962
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4050
	Restart Rate:  0.0000
	No-Op Rate:  0.4050
	Cycle Rate:  0.0198
	Backtrack Rate:  0.0000
	Unique Edges:  2.3798
	Redundancy:  0.0006
	Avg Segment Hops:  2.3798
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0173
	F1 Score:  0.0340
GT-Edge Overlap Metrics
	Recall:  0.6793
	Precision:  0.6848
	F1 Score:  0.6790
Node-Set Overlap Metrics
	Recall:  0.8694
	Precision:  0.9194
	F1 Score:  0.8888
Path Edit Distance Metrics:
	Overall Average:  0.3438
		2-Hop:  0.3022
		4-Hop:  0.4916
		3-Hop:  0.3722
Relation-Set Overlap Metrics
	Recall:  0.7817
	Precision:  0.8311
	F1 Score:  0.7966
Relation Edit Distance Metrics:
	Overall Average:  0.2503
		2-Hop:  0.2283
		4-Hop:  0.3073
		3-Hop:  0.2741

Score for iteration 10200
Answer Metrics
	Hits@1:  0.9036
	Hits@3:  0.9627
	Hits@5:  0.9711
	Hits@10:  0.9788
	Hits@20:  0.9859
	MRR:  0.9345
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9126
		MRR:  0.9428
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9365
	3-Hop
		Hits@1:  0.8793
		MRR:  0.9158
Valid Action Count at Each Step
	Overall Average: 33.0941
		Step 1: 20.9075
		Step 2: 26.7395
		Step 3: 27.8564
		Step 4: 56.8731
Entropy Metrics
	Question Entropy:  0.0361
	Path Entropy:  0.1442
		Step 1:  0.0086
		Step 2:  0.0083
		Step 3:  0.0327
		Step 4:  0.0947
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4168
	Restart Rate:  0.0000
	No-Op Rate:  0.4168
	Cycle Rate:  0.0160
	Backtrack Rate:  0.0000
	Unique Edges:  2.3310
	Redundancy:  0.0006
	Avg Segment Hops:  2.3329
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0170
	F1 Score:  0.0333
GT-Edge Overlap Metrics
	Recall:  0.6979
	Precision:  0.7104
	F1 Score:  0.7019
Node-Set Overlap Metrics
	Recall:  0.8805
	Precision:  0.9365
	F1 Score:  0.9032
Path Edit Distance Metrics:
	Overall Average:  0.3141
		2-Hop:  0.2706
		4-Hop:  0.4791
		3-Hop:  0.3396
Relation-Set Overlap Metrics
	Recall:  0.7993
	Precision:  0.8628
	F1 Score:  0.8215
Relation Edit Distance Metrics:
	Overall Average:  0.2180
		2-Hop:  0.1946
		4-Hop:  0.2905
		3-Hop:  0.2386

Score for iteration 10300
Answer Metrics
	Hits@1:  0.8817
	Hits@3:  0.9524
	Hits@5:  0.9634
	Hits@10:  0.9775
	Hits@20:  0.9846
	MRR:  0.9189
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9083
		MRR:  0.9382
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9181
	3-Hop
		Hits@1:  0.8246
		MRR:  0.8782
Valid Action Count at Each Step
	Overall Average: 35.3014
		Step 1: 20.9075
		Step 2: 27.4758
		Step 3: 29.1537
		Step 4: 63.6687
Entropy Metrics
	Question Entropy:  0.0380
	Path Entropy:  0.1522
		Step 1:  0.0100
		Step 2:  0.0084
		Step 3:  0.0350
		Step 4:  0.0988
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4299
	Restart Rate:  0.0000
	No-Op Rate:  0.4299
	Cycle Rate:  0.0138
	Backtrack Rate:  0.0000
	Unique Edges:  2.2783
	Redundancy:  0.0013
	Avg Segment Hops:  2.2802
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0166
	F1 Score:  0.0326
GT-Edge Overlap Metrics
	Recall:  0.6747
	Precision:  0.6926
	F1 Score:  0.6812
Node-Set Overlap Metrics
	Recall:  0.8642
	Precision:  0.9299
	F1 Score:  0.8911
Path Edit Distance Metrics:
	Overall Average:  0.3365
		2-Hop:  0.2777
		4-Hop:  0.5000
		3-Hop:  0.3954
Relation-Set Overlap Metrics
	Recall:  0.7760
	Precision:  0.8462
	F1 Score:  0.8011
Relation Edit Distance Metrics:
	Overall Average:  0.2414
		2-Hop:  0.2042
		4-Hop:  0.3156
		3-Hop:  0.2906

Score for iteration 10400
Answer Metrics
	Hits@1:  0.9100
	Hits@3:  0.9614
	Hits@5:  0.9717
	Hits@10:  0.9794
	Hits@20:  0.9839
	MRR:  0.9382
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9286
		MRR:  0.9535
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9178
	3-Hop
		Hits@1:  0.8770
		MRR:  0.9137
Valid Action Count at Each Step
	Overall Average: 32.4469
		Step 1: 20.9075
		Step 2: 26.7311
		Step 3: 27.7958
		Step 4: 54.3534
Entropy Metrics
	Question Entropy:  0.0324
	Path Entropy:  0.1295
		Step 1:  0.0073
		Step 2:  0.0052
		Step 3:  0.0278
		Step 4:  0.0893
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4285
	Restart Rate:  0.0000
	No-Op Rate:  0.4285
	Cycle Rate:  0.0086
	Backtrack Rate:  0.0000
	Unique Edges:  2.2841
	Redundancy:  0.0012
	Avg Segment Hops:  2.2860
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0169
	F1 Score:  0.0332
GT-Edge Overlap Metrics
	Recall:  0.6996
	Precision:  0.7184
	F1 Score:  0.7065
Node-Set Overlap Metrics
	Recall:  0.8816
	Precision:  0.9432
	F1 Score:  0.9068
Path Edit Distance Metrics:
	Overall Average:  0.3058
		2-Hop:  0.2566
		4-Hop:  0.4777
		3-Hop:  0.3407
Relation-Set Overlap Metrics
	Recall:  0.8002
	Precision:  0.8749
	F1 Score:  0.8275
Relation Edit Distance Metrics:
	Overall Average:  0.2097
		2-Hop:  0.1828
		4-Hop:  0.2961
		3-Hop:  0.2318

Score for iteration 10500
Answer Metrics
	Hits@1:  0.9094
	Hits@3:  0.9608
	Hits@5:  0.9704
	Hits@10:  0.9775
	Hits@20:  0.9820
	MRR:  0.9370
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9243
		MRR:  0.9500
	4-Hop
		Hits@1:  0.9106
		MRR:  0.9281
	3-Hop
		Hits@1:  0.8770
		MRR:  0.9128
Valid Action Count at Each Step
	Overall Average: 31.2060
		Step 1: 20.9075
		Step 2: 25.5609
		Step 3: 27.2805
		Step 4: 51.0750
Entropy Metrics
	Question Entropy:  0.0309
	Path Entropy:  0.1235
		Step 1:  0.0061
		Step 2:  0.0070
		Step 3:  0.0269
		Step 4:  0.0834
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4287
	Restart Rate:  0.0000
	No-Op Rate:  0.4287
	Cycle Rate:  0.0085
	Backtrack Rate:  0.0000
	Unique Edges:  2.2834
	Redundancy:  0.0005
	Avg Segment Hops:  2.2853
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9884
	Precision:  0.0169
	F1 Score:  0.0332
GT-Edge Overlap Metrics
	Recall:  0.7016
	Precision:  0.7212
	F1 Score:  0.7089
Node-Set Overlap Metrics
	Recall:  0.8837
	Precision:  0.9454
	F1 Score:  0.9091
Path Edit Distance Metrics:
	Overall Average:  0.3038
		2-Hop:  0.2527
		4-Hop:  0.4707
		3-Hop:  0.3449
Relation-Set Overlap Metrics
	Recall:  0.7996
	Precision:  0.8748
	F1 Score:  0.8271
Relation Edit Distance Metrics:
	Overall Average:  0.2107
		2-Hop:  0.1802
		4-Hop:  0.3003
		3-Hop:  0.2394

Score for iteration 10600
Answer Metrics
	Hits@1:  0.9055
	Hits@3:  0.9582
	Hits@5:  0.9698
	Hits@10:  0.9788
	Hits@20:  0.9846
	MRR:  0.9339
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9243
		MRR:  0.9510
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9291
	3-Hop
		Hits@1:  0.8656
		MRR:  0.8995
Valid Action Count at Each Step
	Overall Average: 32.4106
		Step 1: 20.9075
		Step 2: 25.0774
		Step 3: 28.0786
		Step 4: 55.5790
Entropy Metrics
	Question Entropy:  0.0335
	Path Entropy:  0.1340
		Step 1:  0.0079
		Step 2:  0.0076
		Step 3:  0.0293
		Step 4:  0.0891
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4338
	Restart Rate:  0.0000
	No-Op Rate:  0.4338
	Cycle Rate:  0.0060
	Backtrack Rate:  0.0000
	Unique Edges:  2.2641
	Redundancy:  0.0002
	Avg Segment Hops:  2.2648
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0165
	F1 Score:  0.0325
GT-Edge Overlap Metrics
	Recall:  0.6914
	Precision:  0.7137
	F1 Score:  0.7000
Node-Set Overlap Metrics
	Recall:  0.8769
	Precision:  0.9414
	F1 Score:  0.9036
Path Edit Distance Metrics:
	Overall Average:  0.3136
		2-Hop:  0.2566
		4-Hop:  0.4986
		3-Hop:  0.3601
Relation-Set Overlap Metrics
	Recall:  0.7921
	Precision:  0.8689
	F1 Score:  0.8202
Relation Edit Distance Metrics:
	Overall Average:  0.2173
		2-Hop:  0.1827
		4-Hop:  0.3156
		3-Hop:  0.2513

Score for iteration 10700
Answer Metrics
	Hits@1:  0.8927
	Hits@3:  0.9576
	Hits@5:  0.9698
	Hits@10:  0.9756
	Hits@20:  0.9826
	MRR:  0.9273
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9115
		MRR:  0.9427
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9259
	3-Hop
		Hits@1:  0.8474
		MRR:  0.8951
Valid Action Count at Each Step
	Overall Average: 34.7688
		Step 1: 20.9075
		Step 2: 30.0719
		Step 3: 30.8703
		Step 4: 57.2258
Entropy Metrics
	Question Entropy:  0.0346
	Path Entropy:  0.1384
		Step 1:  0.0103
		Step 2:  0.0097
		Step 3:  0.0364
		Step 4:  0.0820
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4173
	Restart Rate:  0.0000
	No-Op Rate:  0.4173
	Cycle Rate:  0.0096
	Backtrack Rate:  0.0000
	Unique Edges:  2.3297
	Redundancy:  0.0003
	Avg Segment Hops:  2.3310
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0183
	F1 Score:  0.0358
GT-Edge Overlap Metrics
	Recall:  0.6948
	Precision:  0.7085
	F1 Score:  0.6990
Node-Set Overlap Metrics
	Recall:  0.8790
	Precision:  0.9320
	F1 Score:  0.9003
Path Edit Distance Metrics:
	Overall Average:  0.3147
		2-Hop:  0.2631
		4-Hop:  0.4651
		3-Hop:  0.3635
Relation-Set Overlap Metrics
	Recall:  0.7968
	Precision:  0.8641
	F1 Score:  0.8205
Relation Edit Distance Metrics:
	Overall Average:  0.2192
		2-Hop:  0.1909
		4-Hop:  0.2849
		3-Hop:  0.2527

Score for iteration 10800
Answer Metrics
	Hits@1:  0.9004
	Hits@3:  0.9576
	Hits@5:  0.9666
	Hits@10:  0.9762
	Hits@20:  0.9820
	MRR:  0.9303
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9286
		MRR:  0.9537
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9181
	3-Hop
		Hits@1:  0.8428
		MRR:  0.8853
Valid Action Count at Each Step
	Overall Average: 32.4659
		Step 1: 20.9075
		Step 2: 26.1822
		Step 3: 27.7821
		Step 4: 54.9918
Entropy Metrics
	Question Entropy:  0.0340
	Path Entropy:  0.1359
		Step 1:  0.0099
		Step 2:  0.0070
		Step 3:  0.0307
		Step 4:  0.0884
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4301
	Restart Rate:  0.0000
	No-Op Rate:  0.4301
	Cycle Rate:  0.0048
	Backtrack Rate:  0.0000
	Unique Edges:  2.2796
	Redundancy:  0.0000
	Avg Segment Hops:  2.2796
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0170
	F1 Score:  0.0333
GT-Edge Overlap Metrics
	Recall:  0.6952
	Precision:  0.7175
	F1 Score:  0.7037
Node-Set Overlap Metrics
	Recall:  0.8779
	Precision:  0.9377
	F1 Score:  0.9025
Path Edit Distance Metrics:
	Overall Average:  0.3085
		2-Hop:  0.2470
		4-Hop:  0.4777
		3-Hop:  0.3709
Relation-Set Overlap Metrics
	Recall:  0.7950
	Precision:  0.8706
	F1 Score:  0.8227
Relation Edit Distance Metrics:
	Overall Average:  0.2138
		2-Hop:  0.1756
		4-Hop:  0.2975
		3-Hop:  0.2616

Score for iteration 10900
Answer Metrics
	Hits@1:  0.8862
	Hits@3:  0.9518
	Hits@5:  0.9672
	Hits@10:  0.9737
	Hits@20:  0.9820
	MRR:  0.9222
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9083
		MRR:  0.9407
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9243
	3-Hop
		Hits@1:  0.8337
		MRR:  0.8817
Valid Action Count at Each Step
	Overall Average: 33.0622
		Step 1: 20.9075
		Step 2: 24.2851
		Step 3: 25.8085
		Step 4: 61.2477
Entropy Metrics
	Question Entropy:  0.0298
	Path Entropy:  0.1193
		Step 1:  0.0076
		Step 2:  0.0054
		Step 3:  0.0219
		Step 4:  0.0843
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4401
	Restart Rate:  0.0000
	No-Op Rate:  0.4401
	Cycle Rate:  0.0037
	Backtrack Rate:  0.0000
	Unique Edges:  2.2397
	Redundancy:  0.0006
	Avg Segment Hops:  2.2397
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0161
	F1 Score:  0.0316
GT-Edge Overlap Metrics
	Recall:  0.6772
	Precision:  0.7072
	F1 Score:  0.6888
Node-Set Overlap Metrics
	Recall:  0.8656
	Precision:  0.9341
	F1 Score:  0.8939
Path Edit Distance Metrics:
	Overall Average:  0.3251
		2-Hop:  0.2614
		4-Hop:  0.4721
		3-Hop:  0.4015
Relation-Set Overlap Metrics
	Recall:  0.7781
	Precision:  0.8647
	F1 Score:  0.8101
Relation Edit Distance Metrics:
	Overall Average:  0.2269
		2-Hop:  0.1894
		4-Hop:  0.2905
		3-Hop:  0.2811

Score for iteration 11000
Answer Metrics
	Hits@1:  0.8978
	Hits@3:  0.9557
	Hits@5:  0.9730
	Hits@10:  0.9775
	Hits@20:  0.9839
	MRR:  0.9293
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9232
		MRR:  0.9505
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9255
	3-Hop
		Hits@1:  0.8405
		MRR:  0.8854
Valid Action Count at Each Step
	Overall Average: 32.8738
		Step 1: 20.9075
		Step 2: 25.8230
		Step 3: 27.4023
		Step 4: 57.3625
Entropy Metrics
	Question Entropy:  0.0285
	Path Entropy:  0.1142
		Step 1:  0.0063
		Step 2:  0.0037
		Step 3:  0.0259
		Step 4:  0.0783
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4324
	Restart Rate:  0.0000
	No-Op Rate:  0.4324
	Cycle Rate:  0.0067
	Backtrack Rate:  0.0000
	Unique Edges:  2.2699
	Redundancy:  0.0002
	Avg Segment Hops:  2.2706
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0170
	F1 Score:  0.0333
GT-Edge Overlap Metrics
	Recall:  0.6899
	Precision:  0.7133
	F1 Score:  0.6988
Node-Set Overlap Metrics
	Recall:  0.8757
	Precision:  0.9390
	F1 Score:  0.9017
Path Edit Distance Metrics:
	Overall Average:  0.3141
		2-Hop:  0.2548
		4-Hop:  0.4721
		3-Hop:  0.3764
Relation-Set Overlap Metrics
	Recall:  0.7918
	Precision:  0.8689
	F1 Score:  0.8200
Relation Edit Distance Metrics:
	Overall Average:  0.2169
		2-Hop:  0.1811
		4-Hop:  0.2891
		3-Hop:  0.2640

Score for iteration 11100
Answer Metrics
	Hits@1:  0.8798
	Hits@3:  0.9460
	Hits@5:  0.9647
	Hits@10:  0.9737
	Hits@20:  0.9807
	MRR:  0.9167
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9115
		MRR:  0.9411
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9254
	3-Hop
		Hits@1:  0.8041
		MRR:  0.8610
Valid Action Count at Each Step
	Overall Average: 33.6833
		Step 1: 20.9075
		Step 2: 27.5699
		Step 3: 28.9721
		Step 4: 57.2838
Entropy Metrics
	Question Entropy:  0.0298
	Path Entropy:  0.1192
		Step 1:  0.0080
		Step 2:  0.0059
		Step 3:  0.0226
		Step 4:  0.0827
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4418
	Restart Rate:  0.0000
	No-Op Rate:  0.4418
	Cycle Rate:  0.0054
	Backtrack Rate:  0.0000
	Unique Edges:  2.2320
	Redundancy:  0.0002
	Avg Segment Hops:  2.2326
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0172
	F1 Score:  0.0336
GT-Edge Overlap Metrics
	Recall:  0.6760
	Precision:  0.7068
	F1 Score:  0.6879
Node-Set Overlap Metrics
	Recall:  0.8646
	Precision:  0.9362
	F1 Score:  0.8942
Path Edit Distance Metrics:
	Overall Average:  0.3275
		2-Hop:  0.2640
		4-Hop:  0.4930
		3-Hop:  0.3958
Relation-Set Overlap Metrics
	Recall:  0.7794
	Precision:  0.8653
	F1 Score:  0.8111
Relation Edit Distance Metrics:
	Overall Average:  0.2285
		2-Hop:  0.1882
		4-Hop:  0.3101
		3-Hop:  0.2815

Score for iteration 11200
Answer Metrics
	Hits@1:  0.8850
	Hits@3:  0.9467
	Hits@5:  0.9589
	Hits@10:  0.9666
	Hits@20:  0.9756
	MRR:  0.9173
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9296
		MRR:  0.9545
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9109
	3-Hop
		Hits@1:  0.7882
		MRR:  0.8404
Valid Action Count at Each Step
	Overall Average: 32.8158
		Step 1: 20.9075
		Step 2: 24.5943
		Step 3: 25.5681
		Step 4: 60.1933
Entropy Metrics
	Question Entropy:  0.0268
	Path Entropy:  0.1070
		Step 1:  0.0035
		Step 2:  0.0035
		Step 3:  0.0176
		Step 4:  0.0825
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4426
	Restart Rate:  0.0000
	No-Op Rate:  0.4426
	Cycle Rate:  0.0036
	Backtrack Rate:  0.0000
	Unique Edges:  2.2288
	Redundancy:  0.0002
	Avg Segment Hops:  2.2294
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9865
	Precision:  0.0154
	F1 Score:  0.0303
GT-Edge Overlap Metrics
	Recall:  0.6877
	Precision:  0.7192
	F1 Score:  0.7001
Node-Set Overlap Metrics
	Recall:  0.8690
	Precision:  0.9377
	F1 Score:  0.8975
Path Edit Distance Metrics:
	Overall Average:  0.3153
		2-Hop:  0.2393
		4-Hop:  0.4902
		3-Hop:  0.4062
Relation-Set Overlap Metrics
	Recall:  0.7863
	Precision:  0.8702
	F1 Score:  0.8174
Relation Edit Distance Metrics:
	Overall Average:  0.2205
		2-Hop:  0.1688
		4-Hop:  0.3059
		3-Hop:  0.2961

Score for iteration 11300
Answer Metrics
	Hits@1:  0.8888
	Hits@3:  0.9524
	Hits@5:  0.9614
	Hits@10:  0.9749
	Hits@20:  0.9801
	MRR:  0.9224
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9190
		MRR:  0.9446
	4-Hop
		Hits@1:  0.9106
		MRR:  0.9336
	3-Hop
		Hits@1:  0.8155
		MRR:  0.8705
Valid Action Count at Each Step
	Overall Average: 34.8768
		Step 1: 20.9075
		Step 2: 24.8774
		Step 3: 30.1688
		Step 4: 63.5534
Entropy Metrics
	Question Entropy:  0.0307
	Path Entropy:  0.1227
		Step 1:  0.0078
		Step 2:  0.0066
		Step 3:  0.0277
		Step 4:  0.0806
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4235
	Restart Rate:  0.0000
	No-Op Rate:  0.4235
	Cycle Rate:  0.0142
	Backtrack Rate:  0.0000
	Unique Edges:  2.3053
	Redundancy:  0.0002
	Avg Segment Hops:  2.3059
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9884
	Precision:  0.0167
	F1 Score:  0.0328
GT-Edge Overlap Metrics
	Recall:  0.6859
	Precision:  0.7035
	F1 Score:  0.6922
Node-Set Overlap Metrics
	Recall:  0.8720
	Precision:  0.9320
	F1 Score:  0.8964
Path Edit Distance Metrics:
	Overall Average:  0.3255
		2-Hop:  0.2630
		4-Hop:  0.5014
		3-Hop:  0.3872
Relation-Set Overlap Metrics
	Recall:  0.7877
	Precision:  0.8551
	F1 Score:  0.8115
Relation Edit Distance Metrics:
	Overall Average:  0.2313
		2-Hop:  0.1903
		4-Hop:  0.3128
		3-Hop:  0.2855

Score for iteration 11400
Answer Metrics
	Hits@1:  0.8393
	Hits@3:  0.9190
	Hits@5:  0.9364
	Hits@10:  0.9569
	Hits@20:  0.9737
	MRR:  0.8834
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8529
		MRR:  0.8968
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8733
	3-Hop
		Hits@1:  0.8155
		MRR:  0.8588
Valid Action Count at Each Step
	Overall Average: 33.9587
		Step 1: 20.9075
		Step 2: 25.6244
		Step 3: 29.1138
		Step 4: 60.1890
Entropy Metrics
	Question Entropy:  0.0324
	Path Entropy:  0.1297
		Step 1:  0.0092
		Step 2:  0.0067
		Step 3:  0.0216
		Step 4:  0.0921
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4632
	Restart Rate:  0.0000
	No-Op Rate:  0.4632
	Cycle Rate:  0.0043
	Backtrack Rate:  0.0000
	Unique Edges:  2.1472
	Redundancy:  0.0006
	Avg Segment Hops:  2.1472
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9846
	Precision:  0.0175
	F1 Score:  0.0342
GT-Edge Overlap Metrics
	Recall:  0.6219
	Precision:  0.6625
	F1 Score:  0.6375
Node-Set Overlap Metrics
	Recall:  0.8321
	Precision:  0.9215
	F1 Score:  0.8687
Path Edit Distance Metrics:
	Overall Average:  0.3798
		2-Hop:  0.3282
		4-Hop:  0.5712
		3-Hop:  0.4121
Relation-Set Overlap Metrics
	Recall:  0.7324
	Precision:  0.8376
	F1 Score:  0.7710
Relation Edit Distance Metrics:
	Overall Average:  0.2726
		2-Hop:  0.2457
		4-Hop:  0.3785
		3-Hop:  0.2868

Score for iteration 11500
Answer Metrics
	Hits@1:  0.8882
	Hits@3:  0.9531
	Hits@5:  0.9640
	Hits@10:  0.9775
	Hits@20:  0.9852
	MRR:  0.9232
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9083
		MRR:  0.9400
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9214
	3-Hop
		Hits@1:  0.8405
		MRR:  0.8881
Valid Action Count at Each Step
	Overall Average: 33.6684
		Step 1: 20.9075
		Step 2: 25.0944
		Step 3: 28.6251
		Step 4: 60.0464
Entropy Metrics
	Question Entropy:  0.0293
	Path Entropy:  0.1173
		Step 1:  0.0080
		Step 2:  0.0046
		Step 3:  0.0251
		Step 4:  0.0796
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4243
	Restart Rate:  0.0000
	No-Op Rate:  0.4243
	Cycle Rate:  0.0079
	Backtrack Rate:  0.0000
	Unique Edges:  2.3021
	Redundancy:  0.0009
	Avg Segment Hops:  2.3027
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0166
	F1 Score:  0.0326
GT-Edge Overlap Metrics
	Recall:  0.6903
	Precision:  0.7099
	F1 Score:  0.6975
Node-Set Overlap Metrics
	Recall:  0.8736
	Precision:  0.9309
	F1 Score:  0.8966
Path Edit Distance Metrics:
	Overall Average:  0.3147
		2-Hop:  0.2695
		4-Hop:  0.4721
		3-Hop:  0.3472
Relation-Set Overlap Metrics
	Recall:  0.7903
	Precision:  0.8618
	F1 Score:  0.8159
Relation Edit Distance Metrics:
	Overall Average:  0.2193
		2-Hop:  0.1935
		4-Hop:  0.2877
		3-Hop:  0.2466

Score for iteration 11600
Answer Metrics
	Hits@1:  0.8670
	Hits@3:  0.9344
	Hits@5:  0.9473
	Hits@10:  0.9653
	Hits@20:  0.9756
	MRR:  0.9046
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8870
		MRR:  0.9218
	4-Hop
		Hits@1:  0.8268
		MRR:  0.8728
	3-Hop
		Hits@1:  0.8405
		MRR:  0.8810
Valid Action Count at Each Step
	Overall Average: 30.1312
		Step 1: 20.9075
		Step 2: 24.0298
		Step 3: 26.5111
		Step 4: 49.0766
Entropy Metrics
	Question Entropy:  0.0316
	Path Entropy:  0.1262
		Step 1:  0.0063
		Step 2:  0.0052
		Step 3:  0.0278
		Step 4:  0.0870
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4218
	Restart Rate:  0.0000
	No-Op Rate:  0.4218
	Cycle Rate:  0.0060
	Backtrack Rate:  0.0000
	Unique Edges:  2.3117
	Redundancy:  0.0004
	Avg Segment Hops:  2.3130
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9871
	Precision:  0.0165
	F1 Score:  0.0325
GT-Edge Overlap Metrics
	Recall:  0.6816
	Precision:  0.6994
	F1 Score:  0.6878
Node-Set Overlap Metrics
	Recall:  0.8663
	Precision:  0.9209
	F1 Score:  0.8880
Path Edit Distance Metrics:
	Overall Average:  0.3251
		2-Hop:  0.2849
		4-Hop:  0.4944
		3-Hop:  0.3419
Relation-Set Overlap Metrics
	Recall:  0.7833
	Precision:  0.8543
	F1 Score:  0.8082
Relation Edit Distance Metrics:
	Overall Average:  0.2297
		2-Hop:  0.2088
		4-Hop:  0.3142
		3-Hop:  0.2399

Score for iteration 11700
Answer Metrics
	Hits@1:  0.9023
	Hits@3:  0.9524
	Hits@5:  0.9640
	Hits@10:  0.9749
	Hits@20:  0.9820
	MRR:  0.9301
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9211
		MRR:  0.9448
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9358
	3-Hop
		Hits@1:  0.8565
		MRR:  0.8965
Valid Action Count at Each Step
	Overall Average: 32.1902
		Step 1: 20.9075
		Step 2: 25.1770
		Step 3: 27.3933
		Step 4: 55.2831
Entropy Metrics
	Question Entropy:  0.0280
	Path Entropy:  0.1120
		Step 1:  0.0048
		Step 2:  0.0051
		Step 3:  0.0242
		Step 4:  0.0779
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4242
	Restart Rate:  0.0000
	No-Op Rate:  0.4242
	Cycle Rate:  0.0057
	Backtrack Rate:  0.0000
	Unique Edges:  2.3027
	Redundancy:  0.0002
	Avg Segment Hops:  2.3033
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0168
	F1 Score:  0.0329
GT-Edge Overlap Metrics
	Recall:  0.6954
	Precision:  0.7144
	F1 Score:  0.7020
Node-Set Overlap Metrics
	Recall:  0.8787
	Precision:  0.9366
	F1 Score:  0.9020
Path Edit Distance Metrics:
	Overall Average:  0.3112
		2-Hop:  0.2618
		4-Hop:  0.4623
		3-Hop:  0.3550
Relation-Set Overlap Metrics
	Recall:  0.7988
	Precision:  0.8716
	F1 Score:  0.8246
Relation Edit Distance Metrics:
	Overall Average:  0.2120
		2-Hop:  0.1844
		4-Hop:  0.2807
		3-Hop:  0.2430

Score for iteration 11800
Answer Metrics
	Hits@1:  0.8920
	Hits@3:  0.9473
	Hits@5:  0.9595
	Hits@10:  0.9711
	Hits@20:  0.9801
	MRR:  0.9223
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9126
		MRR:  0.9416
	4-Hop
		Hits@1:  0.9274
		MRR:  0.9401
	3-Hop
		Hits@1:  0.8337
		MRR:  0.8738
Valid Action Count at Each Step
	Overall Average: 32.2977
		Step 1: 20.9075
		Step 2: 23.7535
		Step 3: 27.3010
		Step 4: 57.2288
Entropy Metrics
	Question Entropy:  0.0280
	Path Entropy:  0.1121
		Step 1:  0.0046
		Step 2:  0.0057
		Step 3:  0.0215
		Step 4:  0.0802
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4356
	Restart Rate:  0.0000
	No-Op Rate:  0.4356
	Cycle Rate:  0.0083
	Backtrack Rate:  0.0000
	Unique Edges:  2.2571
	Redundancy:  0.0002
	Avg Segment Hops:  2.2577
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9878
	Precision:  0.0155
	F1 Score:  0.0305
GT-Edge Overlap Metrics
	Recall:  0.6821
	Precision:  0.7080
	F1 Score:  0.6919
Node-Set Overlap Metrics
	Recall:  0.8683
	Precision:  0.9377
	F1 Score:  0.8968
Path Edit Distance Metrics:
	Overall Average:  0.3255
		2-Hop:  0.2697
		4-Hop:  0.4846
		3-Hop:  0.3797
Relation-Set Overlap Metrics
	Recall:  0.7870
	Precision:  0.8698
	F1 Score:  0.8169
Relation Edit Distance Metrics:
	Overall Average:  0.2243
		2-Hop:  0.1908
		4-Hop:  0.2989
		3-Hop:  0.2654

Score for iteration 11900
Answer Metrics
	Hits@1:  0.7873
	Hits@3:  0.9036
	Hits@5:  0.9203
	Hits@10:  0.9396
	Hits@20:  0.9563
	MRR:  0.8495
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8689
		MRR:  0.9119
	4-Hop
		Hits@1:  0.6145
		MRR:  0.7304
	3-Hop
		Hits@1:  0.6834
		MRR:  0.7645
Valid Action Count at Each Step
	Overall Average: 29.2951
		Step 1: 20.9075
		Step 2: 22.5174
		Step 3: 22.9636
		Step 4: 50.7920
Entropy Metrics
	Question Entropy:  0.0275
	Path Entropy:  0.1098
		Step 1:  0.0045
		Step 2:  0.0042
		Step 3:  0.0212
		Step 4:  0.0799
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4775
	Restart Rate:  0.0000
	No-Op Rate:  0.4775
	Cycle Rate:  0.0094
	Backtrack Rate:  0.0000
	Unique Edges:  2.0900
	Redundancy:  0.0006
	Avg Segment Hops:  2.0900
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9756
	Precision:  0.0153
	F1 Score:  0.0300
GT-Edge Overlap Metrics
	Recall:  0.6287
	Precision:  0.6877
	F1 Score:  0.6518
Node-Set Overlap Metrics
	Recall:  0.8319
	Precision:  0.9377
	F1 Score:  0.8756
Path Edit Distance Metrics:
	Overall Average:  0.3714
		2-Hop:  0.2870
		4-Hop:  0.5866
		3-Hop:  0.4639
Relation-Set Overlap Metrics
	Recall:  0.7298
	Precision:  0.8510
	F1 Score:  0.7750
Relation Edit Distance Metrics:
	Overall Average:  0.2735
		2-Hop:  0.2134
		4-Hop:  0.4064
		3-Hop:  0.3478

Score for iteration 12000
Answer Metrics
	Hits@1:  0.9004
	Hits@3:  0.9531
	Hits@5:  0.9608
	Hits@10:  0.9704
	Hits@20:  0.9749
	MRR:  0.9279
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9328
		MRR:  0.9558
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9065
	3-Hop
		Hits@1:  0.8337
		MRR:  0.8769
Valid Action Count at Each Step
	Overall Average: 33.0018
		Step 1: 20.9075
		Step 2: 24.9348
		Step 3: 25.2118
		Step 4: 60.9531
Entropy Metrics
	Question Entropy:  0.0285
	Path Entropy:  0.1140
		Step 1:  0.0064
		Step 2:  0.0033
		Step 3:  0.0196
		Step 4:  0.0846
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4353
	Restart Rate:  0.0000
	No-Op Rate:  0.4353
	Cycle Rate:  0.0060
	Backtrack Rate:  0.0000
	Unique Edges:  2.2590
	Redundancy:  0.0000
	Avg Segment Hops:  2.2590
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9839
	Precision:  0.0154
	F1 Score:  0.0303
GT-Edge Overlap Metrics
	Recall:  0.6876
	Precision:  0.7142
	F1 Score:  0.6979
Node-Set Overlap Metrics
	Recall:  0.8742
	Precision:  0.9388
	F1 Score:  0.9007
Path Edit Distance Metrics:
	Overall Average:  0.3176
		2-Hop:  0.2571
		4-Hop:  0.4846
		3-Hop:  0.3789
Relation-Set Overlap Metrics
	Recall:  0.7880
	Precision:  0.8664
	F1 Score:  0.8166
Relation Edit Distance Metrics:
	Overall Average:  0.2216
		2-Hop:  0.1832
		4-Hop:  0.3059
		3-Hop:  0.2692

Score for iteration 12100
Answer Metrics
	Hits@1:  0.8785
	Hits@3:  0.9441
	Hits@5:  0.9595
	Hits@10:  0.9679
	Hits@20:  0.9749
	MRR:  0.9157
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8891
		MRR:  0.9282
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9063
	3-Hop
		Hits@1:  0.8519
		MRR:  0.8929
Valid Action Count at Each Step
	Overall Average: 33.1044
		Step 1: 20.9075
		Step 2: 26.0522
		Step 3: 26.2672
		Step 4: 59.1906
Entropy Metrics
	Question Entropy:  0.0286
	Path Entropy:  0.1144
		Step 1:  0.0062
		Step 2:  0.0044
		Step 3:  0.0231
		Step 4:  0.0808
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4227
	Restart Rate:  0.0000
	No-Op Rate:  0.4227
	Cycle Rate:  0.0063
	Backtrack Rate:  0.0000
	Unique Edges:  2.3085
	Redundancy:  0.0002
	Avg Segment Hops:  2.3091
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0156
	F1 Score:  0.0306
GT-Edge Overlap Metrics
	Recall:  0.6750
	Precision:  0.6966
	F1 Score:  0.6828
Node-Set Overlap Metrics
	Recall:  0.8669
	Precision:  0.9220
	F1 Score:  0.8889
Path Edit Distance Metrics:
	Overall Average:  0.3314
		2-Hop:  0.2968
		4-Hop:  0.4763
		3-Hop:  0.3461
Relation-Set Overlap Metrics
	Recall:  0.7815
	Precision:  0.8510
	F1 Score:  0.8058
Relation Edit Distance Metrics:
	Overall Average:  0.2344
		2-Hop:  0.2186
		4-Hop:  0.2975
		3-Hop:  0.2426

Score for iteration 12200
Answer Metrics
	Hits@1:  0.8766
	Hits@3:  0.9441
	Hits@5:  0.9557
	Hits@10:  0.9679
	Hits@20:  0.9762
	MRR:  0.9132
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8977
		MRR:  0.9349
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9108
	3-Hop
		Hits@1:  0.8269
		MRR:  0.8678
Valid Action Count at Each Step
	Overall Average: 32.8987
		Step 1: 20.9075
		Step 2: 25.3416
		Step 3: 25.5034
		Step 4: 59.8425
Entropy Metrics
	Question Entropy:  0.0283
	Path Entropy:  0.1133
		Step 1:  0.0056
		Step 2:  0.0032
		Step 3:  0.0198
		Step 4:  0.0847
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4229
	Restart Rate:  0.0000
	No-Op Rate:  0.4229
	Cycle Rate:  0.0138
	Backtrack Rate:  0.0000
	Unique Edges:  2.3078
	Redundancy:  0.0009
	Avg Segment Hops:  2.3085
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0149
	F1 Score:  0.0294
GT-Edge Overlap Metrics
	Recall:  0.6749
	Precision:  0.6967
	F1 Score:  0.6825
Node-Set Overlap Metrics
	Recall:  0.8654
	Precision:  0.9273
	F1 Score:  0.8903
Path Edit Distance Metrics:
	Overall Average:  0.3359
		2-Hop:  0.2896
		4-Hop:  0.4651
		3-Hop:  0.3819
Relation-Set Overlap Metrics
	Recall:  0.7795
	Precision:  0.8512
	F1 Score:  0.8043
Relation Edit Distance Metrics:
	Overall Average:  0.2386
		2-Hop:  0.2090
		4-Hop:  0.2933
		3-Hop:  0.2796

Score for iteration 12300
Answer Metrics
	Hits@1:  0.8535
	Hits@3:  0.9383
	Hits@5:  0.9486
	Hits@10:  0.9634
	Hits@20:  0.9737
	MRR:  0.8988
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9104
		MRR:  0.9400
	4-Hop
		Hits@1:  0.7989
		MRR:  0.8638
	3-Hop
		Hits@1:  0.7540
		MRR:  0.8250
Valid Action Count at Each Step
	Overall Average: 31.8605
		Step 1: 20.9075
		Step 2: 24.9642
		Step 3: 25.1135
		Step 4: 56.4568
Entropy Metrics
	Question Entropy:  0.0295
	Path Entropy:  0.1179
		Step 1:  0.0065
		Step 2:  0.0038
		Step 3:  0.0203
		Step 4:  0.0873
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4295
	Restart Rate:  0.0000
	No-Op Rate:  0.4295
	Cycle Rate:  0.0157
	Backtrack Rate:  0.0000
	Unique Edges:  2.2815
	Redundancy:  0.0009
	Avg Segment Hops:  2.2821
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9878
	Precision:  0.0150
	F1 Score:  0.0296
GT-Edge Overlap Metrics
	Recall:  0.6745
	Precision:  0.6983
	F1 Score:  0.6833
Node-Set Overlap Metrics
	Recall:  0.8617
	Precision:  0.9297
	F1 Score:  0.8892
Path Edit Distance Metrics:
	Overall Average:  0.3352
		2-Hop:  0.2693
		4-Hop:  0.4958
		3-Hop:  0.4104
Relation-Set Overlap Metrics
	Recall:  0.7761
	Precision:  0.8499
	F1 Score:  0.8023
Relation Edit Distance Metrics:
	Overall Average:  0.2396
		2-Hop:  0.1935
		4-Hop:  0.3226
		3-Hop:  0.3043

Score for iteration 12400
Answer Metrics
	Hits@1:  0.8792
	Hits@3:  0.9415
	Hits@5:  0.9518
	Hits@10:  0.9692
	Hits@20:  0.9743
	MRR:  0.9129
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9136
		MRR:  0.9414
	4-Hop
		Hits@1:  0.9050
		MRR:  0.9186
	3-Hop
		Hits@1:  0.7950
		MRR:  0.8498
Valid Action Count at Each Step
	Overall Average: 31.9459
		Step 1: 20.9075
		Step 2: 24.8187
		Step 3: 24.7063
		Step 4: 57.3511
Entropy Metrics
	Question Entropy:  0.0298
	Path Entropy:  0.1193
		Step 1:  0.0042
		Step 2:  0.0037
		Step 3:  0.0191
		Step 4:  0.0922
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4287
	Restart Rate:  0.0000
	No-Op Rate:  0.4287
	Cycle Rate:  0.0117
	Backtrack Rate:  0.0000
	Unique Edges:  2.2853
	Redundancy:  0.0006
	Avg Segment Hops:  2.2853
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9846
	Precision:  0.0142
	F1 Score:  0.0280
GT-Edge Overlap Metrics
	Recall:  0.6841
	Precision:  0.7085
	F1 Score:  0.6935
Node-Set Overlap Metrics
	Recall:  0.8692
	Precision:  0.9336
	F1 Score:  0.8955
Path Edit Distance Metrics:
	Overall Average:  0.3257
		2-Hop:  0.2598
		4-Hop:  0.4693
		3-Hop:  0.4081
Relation-Set Overlap Metrics
	Recall:  0.7829
	Precision:  0.8553
	F1 Score:  0.8089
Relation Edit Distance Metrics:
	Overall Average:  0.2340
		2-Hop:  0.1889
		4-Hop:  0.2975
		3-Hop:  0.3045

Score for iteration 12500
Answer Metrics
	Hits@1:  0.8342
	Hits@3:  0.9100
	Hits@5:  0.9248
	Hits@10:  0.9428
	Hits@20:  0.9582
	MRR:  0.8766
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9072
		MRR:  0.9377
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8594
	3-Hop
		Hits@1:  0.6788
		MRR:  0.7531
Valid Action Count at Each Step
	Overall Average: 31.3341
		Step 1: 20.9075
		Step 2: 23.9818
		Step 3: 24.0677
		Step 4: 56.3794
Entropy Metrics
	Question Entropy:  0.0288
	Path Entropy:  0.1152
		Step 1:  0.0029
		Step 2:  0.0014
		Step 3:  0.0245
		Step 4:  0.0864
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4658
	Restart Rate:  0.0000
	No-Op Rate:  0.4658
	Cycle Rate:  0.0118
	Backtrack Rate:  0.0000
	Unique Edges:  2.1369
	Redundancy:  0.0013
	Avg Segment Hops:  2.1369
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9826
	Precision:  0.0141
	F1 Score:  0.0277
GT-Edge Overlap Metrics
	Recall:  0.6295
	Precision:  0.6708
	F1 Score:  0.6457
Node-Set Overlap Metrics
	Recall:  0.8351
	Precision:  0.9280
	F1 Score:  0.8737
Path Edit Distance Metrics:
	Overall Average:  0.3779
		2-Hop:  0.2735
		4-Hop:  0.5698
		3-Hop:  0.5228
Relation-Set Overlap Metrics
	Recall:  0.7381
	Precision:  0.8394
	F1 Score:  0.7757
Relation Edit Distance Metrics:
	Overall Average:  0.2745
		2-Hop:  0.1956
		4-Hop:  0.3799
		3-Hop:  0.4000

Score for iteration 12600
Answer Metrics
	Hits@1:  0.9017
	Hits@3:  0.9492
	Hits@5:  0.9640
	Hits@10:  0.9730
	Hits@20:  0.9788
	MRR:  0.9284
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9318
		MRR:  0.9529
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9116
	3-Hop
		Hits@1:  0.8428
		MRR:  0.8830
Valid Action Count at Each Step
	Overall Average: 33.1030
		Step 1: 20.9075
		Step 2: 24.5346
		Step 3: 24.9190
		Step 4: 62.0511
Entropy Metrics
	Question Entropy:  0.0267
	Path Entropy:  0.1068
		Step 1:  0.0063
		Step 2:  0.0036
		Step 3:  0.0180
		Step 4:  0.0789
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4243
	Restart Rate:  0.0000
	No-Op Rate:  0.4243
	Cycle Rate:  0.0203
	Backtrack Rate:  0.0000
	Unique Edges:  2.3027
	Redundancy:  0.0000
	Avg Segment Hops:  2.3027
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0147
	F1 Score:  0.0289
GT-Edge Overlap Metrics
	Recall:  0.6848
	Precision:  0.7025
	F1 Score:  0.6909
Node-Set Overlap Metrics
	Recall:  0.8730
	Precision:  0.9371
	F1 Score:  0.8995
Path Edit Distance Metrics:
	Overall Average:  0.3302
		2-Hop:  0.2605
		4-Hop:  0.4986
		3-Hop:  0.4104
Relation-Set Overlap Metrics
	Recall:  0.7860
	Precision:  0.8529
	F1 Score:  0.8095
Relation Edit Distance Metrics:
	Overall Average:  0.2358
		2-Hop:  0.1882
		4-Hop:  0.3212
		3-Hop:  0.3026

Score for iteration 12700
Answer Metrics
	Hits@1:  0.8946
	Hits@3:  0.9537
	Hits@5:  0.9659
	Hits@10:  0.9737
	Hits@20:  0.9833
	MRR:  0.9266
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9115
		MRR:  0.9413
	4-Hop
		Hits@1:  0.9162
		MRR:  0.9335
	3-Hop
		Hits@1:  0.8497
		MRR:  0.8924
Valid Action Count at Each Step
	Overall Average: 33.3001
		Step 1: 20.9075
		Step 2: 26.9725
		Step 3: 27.2822
		Step 4: 58.0383
Entropy Metrics
	Question Entropy:  0.0276
	Path Entropy:  0.1105
		Step 1:  0.0054
		Step 2:  0.0045
		Step 3:  0.0248
		Step 4:  0.0757
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4210
	Restart Rate:  0.0000
	No-Op Rate:  0.4210
	Cycle Rate:  0.0142
	Backtrack Rate:  0.0000
	Unique Edges:  2.3162
	Redundancy:  0.0000
	Avg Segment Hops:  2.3162
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0161
	F1 Score:  0.0316
GT-Edge Overlap Metrics
	Recall:  0.6862
	Precision:  0.7020
	F1 Score:  0.6918
Node-Set Overlap Metrics
	Recall:  0.8733
	Precision:  0.9315
	F1 Score:  0.8972
Path Edit Distance Metrics:
	Overall Average:  0.3263
		2-Hop:  0.2695
		4-Hop:  0.4832
		3-Hop:  0.3834
Relation-Set Overlap Metrics
	Recall:  0.7855
	Precision:  0.8501
	F1 Score:  0.8083
Relation Edit Distance Metrics:
	Overall Average:  0.2338
		2-Hop:  0.1972
		4-Hop:  0.3073
		3-Hop:  0.2819

Score for iteration 12800
Answer Metrics
	Hits@1:  0.8316
	Hits@3:  0.9357
	Hits@5:  0.9486
	Hits@10:  0.9653
	Hits@20:  0.9749
	MRR:  0.8863
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8550
		MRR:  0.9096
	4-Hop
		Hits@1:  0.8436
		MRR:  0.8837
	3-Hop
		Hits@1:  0.7768
		MRR:  0.8375
Valid Action Count at Each Step
	Overall Average: 31.1901
		Step 1: 20.9075
		Step 2: 24.9391
		Step 3: 24.8816
		Step 4: 54.0320
Entropy Metrics
	Question Entropy:  0.0270
	Path Entropy:  0.1081
		Step 1:  0.0062
		Step 2:  0.0031
		Step 3:  0.0188
		Step 4:  0.0801
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4638
	Restart Rate:  0.0000
	No-Op Rate:  0.4638
	Cycle Rate:  0.0053
	Backtrack Rate:  0.0000
	Unique Edges:  2.1446
	Redundancy:  0.0006
	Avg Segment Hops:  2.1446
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0156
	F1 Score:  0.0306
GT-Edge Overlap Metrics
	Recall:  0.6394
	Precision:  0.6941
	F1 Score:  0.6600
Node-Set Overlap Metrics
	Recall:  0.8406
	Precision:  0.9347
	F1 Score:  0.8793
Path Edit Distance Metrics:
	Overall Average:  0.3625
		2-Hop:  0.3083
		4-Hop:  0.5223
		3-Hop:  0.4132
Relation-Set Overlap Metrics
	Recall:  0.7431
	Precision:  0.8585
	F1 Score:  0.7853
Relation Edit Distance Metrics:
	Overall Average:  0.2605
		2-Hop:  0.2280
		4-Hop:  0.3394
		3-Hop:  0.2978

Score for iteration 12900
Answer Metrics
	Hits@1:  0.8991
	Hits@3:  0.9576
	Hits@5:  0.9653
	Hits@10:  0.9743
	Hits@20:  0.9833
	MRR:  0.9299
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9200
		MRR:  0.9473
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9173
	3-Hop
		Hits@1:  0.8588
		MRR:  0.8978
Valid Action Count at Each Step
	Overall Average: 32.1700
		Step 1: 20.9075
		Step 2: 25.8147
		Step 3: 26.2958
		Step 4: 55.6621
Entropy Metrics
	Question Entropy:  0.0254
	Path Entropy:  0.1016
		Step 1:  0.0055
		Step 2:  0.0058
		Step 3:  0.0177
		Step 4:  0.0726
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4163
	Restart Rate:  0.0000
	No-Op Rate:  0.4163
	Cycle Rate:  0.0108
	Backtrack Rate:  0.0000
	Unique Edges:  2.3342
	Redundancy:  0.0002
	Avg Segment Hops:  2.3348
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0161
	F1 Score:  0.0317
GT-Edge Overlap Metrics
	Recall:  0.7017
	Precision:  0.7187
	F1 Score:  0.7072
Node-Set Overlap Metrics
	Recall:  0.8821
	Precision:  0.9349
	F1 Score:  0.9030
Path Edit Distance Metrics:
	Overall Average:  0.3079
		2-Hop:  0.2670
		4-Hop:  0.4441
		3-Hop:  0.3398
Relation-Set Overlap Metrics
	Recall:  0.8001
	Precision:  0.8661
	F1 Score:  0.8228
Relation Edit Distance Metrics:
	Overall Average:  0.2155
		2-Hop:  0.1921
		4-Hop:  0.2765
		3-Hop:  0.2405

Score for iteration 13000
Answer Metrics
	Hits@1:  0.8843
	Hits@3:  0.9486
	Hits@5:  0.9685
	Hits@10:  0.9743
	Hits@20:  0.9826
	MRR:  0.9207
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9158
		MRR:  0.9439
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9143
	3-Hop
		Hits@1:  0.8155
		MRR:  0.8737
Valid Action Count at Each Step
	Overall Average: 32.0845
		Step 1: 20.9075
		Step 2: 25.8906
		Step 3: 26.4673
		Step 4: 55.0726
Entropy Metrics
	Question Entropy:  0.0240
	Path Entropy:  0.0959
		Step 1:  0.0071
		Step 2:  0.0029
		Step 3:  0.0166
		Step 4:  0.0693
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4293
	Restart Rate:  0.0000
	No-Op Rate:  0.4293
	Cycle Rate:  0.0060
	Backtrack Rate:  0.0000
	Unique Edges:  2.2828
	Redundancy:  0.0000
	Avg Segment Hops:  2.2828
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9897
	Precision:  0.0165
	F1 Score:  0.0324
GT-Edge Overlap Metrics
	Recall:  0.6880
	Precision:  0.7123
	F1 Score:  0.6972
Node-Set Overlap Metrics
	Recall:  0.8739
	Precision:  0.9342
	F1 Score:  0.8985
Path Edit Distance Metrics:
	Overall Average:  0.3163
		2-Hop:  0.2700
		4-Hop:  0.4693
		3-Hop:  0.3529
Relation-Set Overlap Metrics
	Recall:  0.7850
	Precision:  0.8620
	F1 Score:  0.8129
Relation Edit Distance Metrics:
	Overall Average:  0.2228
		2-Hop:  0.1969
		4-Hop:  0.2961
		3-Hop:  0.2483

Score for iteration 13100
Answer Metrics
	Hits@1:  0.7950
	Hits@3:  0.9210
	Hits@5:  0.9434
	Hits@10:  0.9621
	Hits@20:  0.9743
	MRR:  0.8606
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8102
		MRR:  0.8761
	4-Hop
		Hits@1:  0.8603
		MRR:  0.8847
	3-Hop
		Hits@1:  0.7358
		MRR:  0.8178
Valid Action Count at Each Step
	Overall Average: 33.6144
		Step 1: 20.9075
		Step 2: 25.8405
		Step 3: 27.2229
		Step 4: 60.4867
Entropy Metrics
	Question Entropy:  0.0277
	Path Entropy:  0.1108
		Step 1:  0.0054
		Step 2:  0.0032
		Step 3:  0.0225
		Step 4:  0.0796
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4565
	Restart Rate:  0.0000
	No-Op Rate:  0.4565
	Cycle Rate:  0.0053
	Backtrack Rate:  0.0000
	Unique Edges:  2.1742
	Redundancy:  0.0019
	Avg Segment Hops:  2.1742
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9884
	Precision:  0.0156
	F1 Score:  0.0306
GT-Edge Overlap Metrics
	Recall:  0.6169
	Precision:  0.6521
	F1 Score:  0.6289
Node-Set Overlap Metrics
	Recall:  0.8312
	Precision:  0.9143
	F1 Score:  0.8646
Path Edit Distance Metrics:
	Overall Average:  0.3968
		2-Hop:  0.3561
		4-Hop:  0.5503
		3-Hop:  0.4212
Relation-Set Overlap Metrics
	Recall:  0.7230
	Precision:  0.8191
	F1 Score:  0.7570
Relation Edit Distance Metrics:
	Overall Average:  0.2966
		2-Hop:  0.2772
		4-Hop:  0.3589
		3-Hop:  0.3126

Score for iteration 13200
Answer Metrics
	Hits@1:  0.8625
	Hits@3:  0.9454
	Hits@5:  0.9614
	Hits@10:  0.9711
	Hits@20:  0.9788
	MRR:  0.9063
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8529
		MRR:  0.9034
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8819
	3-Hop
		Hits@1:  0.8952
		MRR:  0.9225
Valid Action Count at Each Step
	Overall Average: 31.2761
		Step 1: 20.9075
		Step 2: 25.4193
		Step 3: 26.6616
		Step 4: 52.1159
Entropy Metrics
	Question Entropy:  0.0212
	Path Entropy:  0.0847
		Step 1:  0.0060
		Step 2:  0.0039
		Step 3:  0.0161
		Step 4:  0.0587
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4378
	Restart Rate:  0.0000
	No-Op Rate:  0.4378
	Cycle Rate:  0.0086
	Backtrack Rate:  0.0000
	Unique Edges:  2.2487
	Redundancy:  0.0006
	Avg Segment Hops:  2.2487
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0168
	F1 Score:  0.0329
GT-Edge Overlap Metrics
	Recall:  0.6744
	Precision:  0.7014
	F1 Score:  0.6837
Node-Set Overlap Metrics
	Recall:  0.8650
	Precision:  0.9354
	F1 Score:  0.8936
Path Edit Distance Metrics:
	Overall Average:  0.3326
		2-Hop:  0.3067
		4-Hop:  0.5098
		3-Hop:  0.3157
Relation-Set Overlap Metrics
	Recall:  0.7732
	Precision:  0.8619
	F1 Score:  0.8052
Relation Edit Distance Metrics:
	Overall Average:  0.2361
		2-Hop:  0.2296
		4-Hop:  0.3282
		3-Hop:  0.2126

Score for iteration 13300
Answer Metrics
	Hits@1:  0.8914
	Hits@3:  0.9621
	Hits@5:  0.9737
	Hits@10:  0.9794
	Hits@20:  0.9852
	MRR:  0.9281
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9104
		MRR:  0.9445
	4-Hop
		Hits@1:  0.8436
		MRR:  0.8887
	3-Hop
		Hits@1:  0.8702
		MRR:  0.9091
Valid Action Count at Each Step
	Overall Average: 34.5571
		Step 1: 20.9075
		Step 2: 27.7512
		Step 3: 29.6333
		Step 4: 59.9366
Entropy Metrics
	Question Entropy:  0.0244
	Path Entropy:  0.0975
		Step 1:  0.0065
		Step 2:  0.0046
		Step 3:  0.0219
		Step 4:  0.0645
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4487
	Restart Rate:  0.0000
	No-Op Rate:  0.4487
	Cycle Rate:  0.0039
	Backtrack Rate:  0.0000
	Unique Edges:  2.2050
	Redundancy:  0.0019
	Avg Segment Hops:  2.2050
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0164
	F1 Score:  0.0323
GT-Edge Overlap Metrics
	Recall:  0.6641
	Precision:  0.6955
	F1 Score:  0.6767
Node-Set Overlap Metrics
	Recall:  0.8630
	Precision:  0.9384
	F1 Score:  0.8940
Path Edit Distance Metrics:
	Overall Average:  0.3380
		2-Hop:  0.2791
		4-Hop:  0.5349
		3-Hop:  0.3834
Relation-Set Overlap Metrics
	Recall:  0.7682
	Precision:  0.8594
	F1 Score:  0.8019
Relation Edit Distance Metrics:
	Overall Average:  0.2368
		2-Hop:  0.2006
		4-Hop:  0.3478
		3-Hop:  0.2690

Score for iteration 13400
Answer Metrics
	Hits@1:  0.8792
	Hits@3:  0.9563
	Hits@5:  0.9711
	Hits@10:  0.9769
	Hits@20:  0.9839
	MRR:  0.9202
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9062
		MRR:  0.9411
	4-Hop
		Hits@1:  0.8659
		MRR:  0.8966
	3-Hop
		Hits@1:  0.8269
		MRR:  0.8851
Valid Action Count at Each Step
	Overall Average: 34.3685
		Step 1: 20.9075
		Step 2: 29.1769
		Step 3: 30.2704
		Step 4: 57.1194
Entropy Metrics
	Question Entropy:  0.0235
	Path Entropy:  0.0941
		Step 1:  0.0065
		Step 2:  0.0038
		Step 3:  0.0210
		Step 4:  0.0628
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4576
	Restart Rate:  0.0000
	No-Op Rate:  0.4576
	Cycle Rate:  0.0034
	Backtrack Rate:  0.0000
	Unique Edges:  2.1697
	Redundancy:  0.0013
	Avg Segment Hops:  2.1697
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9910
	Precision:  0.0168
	F1 Score:  0.0330
GT-Edge Overlap Metrics
	Recall:  0.6580
	Precision:  0.6920
	F1 Score:  0.6715
Node-Set Overlap Metrics
	Recall:  0.8556
	Precision:  0.9380
	F1 Score:  0.8894
Path Edit Distance Metrics:
	Overall Average:  0.3449
		2-Hop:  0.2807
		4-Hop:  0.5447
		3-Hop:  0.4005
Relation-Set Overlap Metrics
	Recall:  0.7647
	Precision:  0.8630
	F1 Score:  0.8010
Relation Edit Distance Metrics:
	Overall Average:  0.2410
		2-Hop:  0.1988
		4-Hop:  0.3575
		3-Hop:  0.2836

Score for iteration 13500
Answer Metrics
	Hits@1:  0.8830
	Hits@3:  0.9492
	Hits@5:  0.9679
	Hits@10:  0.9801
	Hits@20:  0.9852
	MRR:  0.9190
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9009
		MRR:  0.9346
	4-Hop
		Hits@1:  0.8603
		MRR:  0.8902
	3-Hop
		Hits@1:  0.8542
		MRR:  0.8973
Valid Action Count at Each Step
	Overall Average: 34.8931
		Step 1: 20.9075
		Step 2: 27.7515
		Step 3: 30.8987
		Step 4: 60.0148
Entropy Metrics
	Question Entropy:  0.0215
	Path Entropy:  0.0859
		Step 1:  0.0067
		Step 2:  0.0032
		Step 3:  0.0184
		Step 4:  0.0575
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4399
	Restart Rate:  0.0000
	No-Op Rate:  0.4399
	Cycle Rate:  0.0047
	Backtrack Rate:  0.0000
	Unique Edges:  2.2404
	Redundancy:  0.0006
	Avg Segment Hops:  2.2404
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0171
	F1 Score:  0.0335
GT-Edge Overlap Metrics
	Recall:  0.6866
	Precision:  0.7144
	F1 Score:  0.6974
Node-Set Overlap Metrics
	Recall:  0.8706
	Precision:  0.9385
	F1 Score:  0.8983
Path Edit Distance Metrics:
	Overall Average:  0.3172
		2-Hop:  0.2710
		4-Hop:  0.5084
		3-Hop:  0.3381
Relation-Set Overlap Metrics
	Recall:  0.7835
	Precision:  0.8673
	F1 Score:  0.8142
Relation Edit Distance Metrics:
	Overall Average:  0.2228
		2-Hop:  0.1979
		4-Hop:  0.3324
		3-Hop:  0.2314

Score for iteration 13600
Answer Metrics
	Hits@1:  0.8734
	Hits@3:  0.9486
	Hits@5:  0.9602
	Hits@10:  0.9704
	Hits@20:  0.9794
	MRR:  0.9129
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9041
		MRR:  0.9394
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8681
	3-Hop
		Hits@1:  0.8223
		MRR:  0.8746
Valid Action Count at Each Step
	Overall Average: 32.1503
		Step 1: 20.9075
		Step 2: 24.9429
		Step 3: 25.6945
		Step 4: 57.0565
Entropy Metrics
	Question Entropy:  0.0214
	Path Entropy:  0.0856
		Step 1:  0.0047
		Step 2:  0.0025
		Step 3:  0.0177
		Step 4:  0.0608
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4671
	Restart Rate:  0.0000
	No-Op Rate:  0.4671
	Cycle Rate:  0.0022
	Backtrack Rate:  0.0000
	Unique Edges:  2.1317
	Redundancy:  0.0013
	Avg Segment Hops:  2.1317
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0162
	F1 Score:  0.0318
GT-Edge Overlap Metrics
	Recall:  0.6432
	Precision:  0.6859
	F1 Score:  0.6600
Node-Set Overlap Metrics
	Recall:  0.8480
	Precision:  0.9384
	F1 Score:  0.8853
Path Edit Distance Metrics:
	Overall Average:  0.3575
		2-Hop:  0.2864
		4-Hop:  0.5601
		3-Hop:  0.4267
Relation-Set Overlap Metrics
	Recall:  0.7490
	Precision:  0.8578
	F1 Score:  0.7894
Relation Edit Distance Metrics:
	Overall Average:  0.2533
		2-Hop:  0.2077
		4-Hop:  0.3757
		3-Hop:  0.3007

Score for iteration 13700
Answer Metrics
	Hits@1:  0.9068
	Hits@3:  0.9576
	Hits@5:  0.9685
	Hits@10:  0.9769
	Hits@20:  0.9859
	MRR:  0.9352
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9275
		MRR:  0.9534
	4-Hop
		Hits@1:  0.8156
		MRR:  0.8613
	3-Hop
		Hits@1:  0.8998
		MRR:  0.9266
Valid Action Count at Each Step
	Overall Average: 33.4275
		Step 1: 20.9075
		Step 2: 27.3667
		Step 3: 28.4652
		Step 4: 56.9705
Entropy Metrics
	Question Entropy:  0.0239
	Path Entropy:  0.0956
		Step 1:  0.0076
		Step 2:  0.0029
		Step 3:  0.0205
		Step 4:  0.0646
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4414
	Restart Rate:  0.0000
	No-Op Rate:  0.4414
	Cycle Rate:  0.0042
	Backtrack Rate:  0.0000
	Unique Edges:  2.2346
	Redundancy:  0.0006
	Avg Segment Hops:  2.2346
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0165
	F1 Score:  0.0325
GT-Edge Overlap Metrics
	Recall:  0.6884
	Precision:  0.7185
	F1 Score:  0.7004
Node-Set Overlap Metrics
	Recall:  0.8747
	Precision:  0.9427
	F1 Score:  0.9028
Path Edit Distance Metrics:
	Overall Average:  0.3141
		2-Hop:  0.2454
		4-Hop:  0.5461
		3-Hop:  0.3664
Relation-Set Overlap Metrics
	Recall:  0.7845
	Precision:  0.8668
	F1 Score:  0.8151
Relation Edit Distance Metrics:
	Overall Average:  0.2210
		2-Hop:  0.1756
		4-Hop:  0.3645
		3-Hop:  0.2597

Score for iteration 13800
Answer Metrics
	Hits@1:  0.8869
	Hits@3:  0.9544
	Hits@5:  0.9634
	Hits@10:  0.9711
	Hits@20:  0.9807
	MRR:  0.9221
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8891
		MRR:  0.9273
	4-Hop
		Hits@1:  0.9218
		MRR:  0.9351
	3-Hop
		Hits@1:  0.8679
		MRR:  0.9059
Valid Action Count at Each Step
	Overall Average: 32.9842
		Step 1: 20.9075
		Step 2: 28.1115
		Step 3: 29.3389
		Step 4: 53.5790
Entropy Metrics
	Question Entropy:  0.0277
	Path Entropy:  0.1108
		Step 1:  0.0103
		Step 2:  0.0070
		Step 3:  0.0224
		Step 4:  0.0711
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4147
	Restart Rate:  0.0000
	No-Op Rate:  0.4147
	Cycle Rate:  0.0081
	Backtrack Rate:  0.0000
	Unique Edges:  2.3413
	Redundancy:  0.0000
	Avg Segment Hops:  2.3413
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0171
	F1 Score:  0.0336
GT-Edge Overlap Metrics
	Recall:  0.7004
	Precision:  0.7157
	F1 Score:  0.7054
Node-Set Overlap Metrics
	Recall:  0.8786
	Precision:  0.9279
	F1 Score:  0.8981
Path Edit Distance Metrics:
	Overall Average:  0.3076
		2-Hop:  0.2674
		4-Hop:  0.4385
		3-Hop:  0.3400
Relation-Set Overlap Metrics
	Recall:  0.7958
	Precision:  0.8604
	F1 Score:  0.8180
Relation Edit Distance Metrics:
	Overall Average:  0.2175
		2-Hop:  0.1955
		4-Hop:  0.2751
		3-Hop:  0.2411

Score for iteration 13900
Answer Metrics
	Hits@1:  0.8792
	Hits@3:  0.9563
	Hits@5:  0.9724
	Hits@10:  0.9820
	Hits@20:  0.9852
	MRR:  0.9212
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8859
		MRR:  0.9278
	4-Hop
		Hits@1:  0.8827
		MRR:  0.9165
	3-Hop
		Hits@1:  0.8633
		MRR:  0.9090
Valid Action Count at Each Step
	Overall Average: 36.4385
		Step 1: 20.9075
		Step 2: 33.9415
		Step 3: 34.2684
		Step 4: 56.6365
Entropy Metrics
	Question Entropy:  0.0321
	Path Entropy:  0.1286
		Step 1:  0.0124
		Step 2:  0.0113
		Step 3:  0.0269
		Step 4:  0.0781
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4171
	Restart Rate:  0.0000
	No-Op Rate:  0.4171
	Cycle Rate:  0.0076
	Backtrack Rate:  0.0000
	Unique Edges:  2.3310
	Redundancy:  0.0002
	Avg Segment Hops:  2.3316
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9936
	Precision:  0.0176
	F1 Score:  0.0345
GT-Edge Overlap Metrics
	Recall:  0.6826
	Precision:  0.6995
	F1 Score:  0.6878
Node-Set Overlap Metrics
	Recall:  0.8707
	Precision:  0.9222
	F1 Score:  0.8908
Path Edit Distance Metrics:
	Overall Average:  0.3272
		2-Hop:  0.2745
		4-Hop:  0.4874
		3-Hop:  0.3743
Relation-Set Overlap Metrics
	Recall:  0.7806
	Precision:  0.8468
	F1 Score:  0.8032
Relation Edit Distance Metrics:
	Overall Average:  0.2356
		2-Hop:  0.2065
		4-Hop:  0.3128
		3-Hop:  0.2665

Score for iteration 14000
Answer Metrics
	Hits@1:  0.8445
	Hits@3:  0.9351
	Hits@5:  0.9531
	Hits@10:  0.9698
	Hits@20:  0.9775
	MRR:  0.8929
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8998
		MRR:  0.9361
	4-Hop
		Hits@1:  0.7821
		MRR:  0.8382
	3-Hop
		Hits@1:  0.7517
		MRR:  0.8229
Valid Action Count at Each Step
	Overall Average: 32.6802
		Step 1: 20.9075
		Step 2: 26.0046
		Step 3: 27.2111
		Step 4: 56.5975
Entropy Metrics
	Question Entropy:  0.0260
	Path Entropy:  0.1041
		Step 1:  0.0068
		Step 2:  0.0034
		Step 3:  0.0194
		Step 4:  0.0746
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4552
	Restart Rate:  0.0000
	No-Op Rate:  0.4552
	Cycle Rate:  0.0060
	Backtrack Rate:  0.0000
	Unique Edges:  2.1793
	Redundancy:  0.0000
	Avg Segment Hops:  2.1793
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9846
	Precision:  0.0159
	F1 Score:  0.0313
GT-Edge Overlap Metrics
	Recall:  0.6573
	Precision:  0.7009
	F1 Score:  0.6743
Node-Set Overlap Metrics
	Recall:  0.8527
	Precision:  0.9380
	F1 Score:  0.8877
Path Edit Distance Metrics:
	Overall Average:  0.3441
		2-Hop:  0.2835
		4-Hop:  0.5042
		3-Hop:  0.4083
Relation-Set Overlap Metrics
	Recall:  0.7613
	Precision:  0.8657
	F1 Score:  0.7994
Relation Edit Distance Metrics:
	Overall Average:  0.2434
		2-Hop:  0.2041
		4-Hop:  0.3296
		3-Hop:  0.2921

Score for iteration 14100
Answer Metrics
	Hits@1:  0.8766
	Hits@3:  0.9550
	Hits@5:  0.9692
	Hits@10:  0.9788
	Hits@20:  0.9878
	MRR:  0.9178
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8891
		MRR:  0.9306
	4-Hop
		Hits@1:  0.8939
		MRR:  0.9198
	3-Hop
		Hits@1:  0.8428
		MRR:  0.8895
Valid Action Count at Each Step
	Overall Average: 37.5251
		Step 1: 20.9075
		Step 2: 30.4221
		Step 3: 36.0524
		Step 4: 62.7184
Entropy Metrics
	Question Entropy:  0.0317
	Path Entropy:  0.1267
		Step 1:  0.0079
		Step 2:  0.0071
		Step 3:  0.0242
		Step 4:  0.0874
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4144
	Restart Rate:  0.0000
	No-Op Rate:  0.4144
	Cycle Rate:  0.0115
	Backtrack Rate:  0.0000
	Unique Edges:  2.3425
	Redundancy:  0.0000
	Avg Segment Hops:  2.3425
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9929
	Precision:  0.0165
	F1 Score:  0.0325
GT-Edge Overlap Metrics
	Recall:  0.6827
	Precision:  0.6965
	F1 Score:  0.6864
Node-Set Overlap Metrics
	Recall:  0.8730
	Precision:  0.9248
	F1 Score:  0.8931
Path Edit Distance Metrics:
	Overall Average:  0.3319
		2-Hop:  0.2790
		4-Hop:  0.4749
		3-Hop:  0.3867
Relation-Set Overlap Metrics
	Recall:  0.7857
	Precision:  0.8457
	F1 Score:  0.8051
Relation Edit Distance Metrics:
	Overall Average:  0.2382
		2-Hop:  0.2057
		4-Hop:  0.3017
		3-Hop:  0.2819

Score for iteration 14200
Answer Metrics
	Hits@1:  0.8676
	Hits@3:  0.9595
	Hits@5:  0.9685
	Hits@10:  0.9833
	Hits@20:  0.9865
	MRR:  0.9160
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8817
		MRR:  0.9265
	4-Hop
		Hits@1:  0.8883
		MRR:  0.9219
	3-Hop
		Hits@1:  0.8292
		MRR:  0.8910
Valid Action Count at Each Step
	Overall Average: 37.0491
		Step 1: 20.9075
		Step 2: 30.3636
		Step 3: 36.1564
		Step 4: 60.7690
Entropy Metrics
	Question Entropy:  0.0281
	Path Entropy:  0.1126
		Step 1:  0.0091
		Step 2:  0.0059
		Step 3:  0.0206
		Step 4:  0.0769
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4009
	Restart Rate:  0.0000
	No-Op Rate:  0.4009
	Cycle Rate:  0.0142
	Backtrack Rate:  0.0000
	Unique Edges:  2.3965
	Redundancy:  0.0000
	Avg Segment Hops:  2.3965
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9923
	Precision:  0.0168
	F1 Score:  0.0330
GT-Edge Overlap Metrics
	Recall:  0.6950
	Precision:  0.6991
	F1 Score:  0.6937
Node-Set Overlap Metrics
	Recall:  0.8784
	Precision:  0.9207
	F1 Score:  0.8941
Path Edit Distance Metrics:
	Overall Average:  0.3289
		2-Hop:  0.2734
		4-Hop:  0.4958
		3-Hop:  0.3797
Relation-Set Overlap Metrics
	Recall:  0.7926
	Precision:  0.8379
	F1 Score:  0.8056
Relation Edit Distance Metrics:
	Overall Average:  0.2389
		2-Hop:  0.2046
		4-Hop:  0.3240
		3-Hop:  0.2775

Score for iteration 14300
Answer Metrics
	Hits@1:  0.8239
	Hits@3:  0.9287
	Hits@5:  0.9499
	Hits@10:  0.9685
	Hits@20:  0.9814
	MRR:  0.8811
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8262
		MRR:  0.8842
	4-Hop
		Hits@1:  0.8212
		MRR:  0.8765
	3-Hop
		Hits@1:  0.8200
		MRR:  0.8763
Valid Action Count at Each Step
	Overall Average: 33.1194
		Step 1: 20.9075
		Step 2: 28.0775
		Step 3: 33.3170
		Step 4: 50.1758
Entropy Metrics
	Question Entropy:  0.0280
	Path Entropy:  0.1119
		Step 1:  0.0086
		Step 2:  0.0109
		Step 3:  0.0221
		Step 4:  0.0704
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3829
	Restart Rate:  0.0000
	No-Op Rate:  0.3829
	Cycle Rate:  0.0293
	Backtrack Rate:  0.0000
	Unique Edges:  2.4659
	Redundancy:  0.0007
	Avg Segment Hops:  2.4685
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0176
	F1 Score:  0.0345
GT-Edge Overlap Metrics
	Recall:  0.6747
	Precision:  0.6691
	F1 Score:  0.6673
Node-Set Overlap Metrics
	Recall:  0.8648
	Precision:  0.9052
	F1 Score:  0.8788
Path Edit Distance Metrics:
	Overall Average:  0.3575
		2-Hop:  0.3216
		4-Hop:  0.5223
		3-Hop:  0.3669
Relation-Set Overlap Metrics
	Recall:  0.7806
	Precision:  0.8248
	F1 Score:  0.7911
Relation Edit Distance Metrics:
	Overall Average:  0.2623
		2-Hop:  0.2420
		4-Hop:  0.3478
		3-Hop:  0.2707

Score for iteration 14400
Answer Metrics
	Hits@1:  0.8837
	Hits@3:  0.9524
	Hits@5:  0.9621
	Hits@10:  0.9724
	Hits@20:  0.9794
	MRR:  0.9193
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9264
		MRR:  0.9530
	4-Hop
		Hits@1:  0.8380
		MRR:  0.8796
	3-Hop
		Hits@1:  0.8109
		MRR:  0.8636
Valid Action Count at Each Step
	Overall Average: 30.5391
		Step 1: 20.9075
		Step 2: 24.6978
		Step 3: 26.7860
		Step 4: 49.7653
Entropy Metrics
	Question Entropy:  0.0266
	Path Entropy:  0.1064
		Step 1:  0.0090
		Step 2:  0.0029
		Step 3:  0.0184
		Step 4:  0.0762
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4449
	Restart Rate:  0.0000
	No-Op Rate:  0.4449
	Cycle Rate:  0.0022
	Backtrack Rate:  0.0000
	Unique Edges:  2.2204
	Redundancy:  0.0000
	Avg Segment Hops:  2.2204
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0158
	F1 Score:  0.0310
GT-Edge Overlap Metrics
	Recall:  0.6916
	Precision:  0.7270
	F1 Score:  0.7056
Node-Set Overlap Metrics
	Recall:  0.8697
	Precision:  0.9407
	F1 Score:  0.8993
Path Edit Distance Metrics:
	Overall Average:  0.3096
		2-Hop:  0.2438
		4-Hop:  0.4986
		3-Hop:  0.3730
Relation-Set Overlap Metrics
	Recall:  0.7835
	Precision:  0.8703
	F1 Score:  0.8160
Relation Edit Distance Metrics:
	Overall Average:  0.2202
		2-Hop:  0.1759
		4-Hop:  0.3268
		3-Hop:  0.2715

Score for iteration 14500
Answer Metrics
	Hits@1:  0.9055
	Hits@3:  0.9602
	Hits@5:  0.9737
	Hits@10:  0.9826
	Hits@20:  0.9897
	MRR:  0.9354
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9179
		MRR:  0.9461
	4-Hop
		Hits@1:  0.8771
		MRR:  0.9058
	3-Hop
		Hits@1:  0.8907
		MRR:  0.9247
Valid Action Count at Each Step
	Overall Average: 33.7087
		Step 1: 20.9075
		Step 2: 26.0291
		Step 3: 29.9239
		Step 4: 57.9745
Entropy Metrics
	Question Entropy:  0.0230
	Path Entropy:  0.0921
		Step 1:  0.0059
		Step 2:  0.0039
		Step 3:  0.0190
		Step 4:  0.0633
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4288
	Restart Rate:  0.0000
	No-Op Rate:  0.4288
	Cycle Rate:  0.0049
	Backtrack Rate:  0.0000
	Unique Edges:  2.2847
	Redundancy:  0.0000
	Avg Segment Hops:  2.2847
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9942
	Precision:  0.0162
	F1 Score:  0.0319
GT-Edge Overlap Metrics
	Recall:  0.7063
	Precision:  0.7277
	F1 Score:  0.7141
Node-Set Overlap Metrics
	Recall:  0.8838
	Precision:  0.9423
	F1 Score:  0.9076
Path Edit Distance Metrics:
	Overall Average:  0.3006
		2-Hop:  0.2480
		4-Hop:  0.4972
		3-Hop:  0.3326
Relation-Set Overlap Metrics
	Recall:  0.8003
	Precision:  0.8726
	F1 Score:  0.8265
Relation Edit Distance Metrics:
	Overall Average:  0.2113
		2-Hop:  0.1809
		4-Hop:  0.3226
		3-Hop:  0.2310

Score for iteration 14600
Answer Metrics
	Hits@1:  0.7911
	Hits@3:  0.8952
	Hits@5:  0.9267
	Hits@10:  0.9505
	Hits@20:  0.9698
	MRR:  0.8512
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7729
		MRR:  0.8403
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9199
	3-Hop
		Hits@1:  0.7859
		MRR:  0.8465
Valid Action Count at Each Step
	Overall Average: 39.1573
		Step 1: 20.9075
		Step 2: 31.5965
		Step 3: 33.8012
		Step 4: 70.3241
Entropy Metrics
	Question Entropy:  0.0310
	Path Entropy:  0.1238
		Step 1:  0.0104
		Step 2:  0.0084
		Step 3:  0.0306
		Step 4:  0.0745
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3972
	Restart Rate:  0.0000
	No-Op Rate:  0.3972
	Cycle Rate:  0.0170
	Backtrack Rate:  0.0000
	Unique Edges:  2.4113
	Redundancy:  0.0000
	Avg Segment Hops:  2.4113
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9884
	Precision:  0.0173
	F1 Score:  0.0340
GT-Edge Overlap Metrics
	Recall:  0.6413
	Precision:  0.6406
	F1 Score:  0.6373
Node-Set Overlap Metrics
	Recall:  0.8450
	Precision:  0.8849
	F1 Score:  0.8594
Path Edit Distance Metrics:
	Overall Average:  0.3839
		2-Hop:  0.3555
		4-Hop:  0.4637
		3-Hop:  0.4121
Relation-Set Overlap Metrics
	Recall:  0.7421
	Precision:  0.7893
	F1 Score:  0.7560
Relation Edit Distance Metrics:
	Overall Average:  0.2945
		2-Hop:  0.2854
		4-Hop:  0.2989
		3-Hop:  0.3121

Score for iteration 14700
Answer Metrics
	Hits@1:  0.8753
	Hits@3:  0.9518
	Hits@5:  0.9711
	Hits@10:  0.9826
	Hits@20:  0.9871
	MRR:  0.9179
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9041
		MRR:  0.9373
	4-Hop
		Hits@1:  0.8324
		MRR:  0.8846
	3-Hop
		Hits@1:  0.8314
		MRR:  0.8899
Valid Action Count at Each Step
	Overall Average: 33.8571
		Step 1: 20.9075
		Step 2: 27.4212
		Step 3: 29.2328
		Step 4: 57.8668
Entropy Metrics
	Question Entropy:  0.0234
	Path Entropy:  0.0937
		Step 1:  0.0059
		Step 2:  0.0045
		Step 3:  0.0188
		Step 4:  0.0646
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4203
	Restart Rate:  0.0000
	No-Op Rate:  0.4203
	Cycle Rate:  0.0102
	Backtrack Rate:  0.0000
	Unique Edges:  2.3188
	Redundancy:  0.0000
	Avg Segment Hops:  2.3188
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0167
	F1 Score:  0.0327
GT-Edge Overlap Metrics
	Recall:  0.6918
	Precision:  0.7119
	F1 Score:  0.6989
Node-Set Overlap Metrics
	Recall:  0.8749
	Precision:  0.9299
	F1 Score:  0.8972
Path Edit Distance Metrics:
	Overall Average:  0.3153
		2-Hop:  0.2619
		4-Hop:  0.4930
		3-Hop:  0.3571
Relation-Set Overlap Metrics
	Recall:  0.7844
	Precision:  0.8547
	F1 Score:  0.8098
Relation Edit Distance Metrics:
	Overall Average:  0.2274
		2-Hop:  0.1961
		4-Hop:  0.3198
		3-Hop:  0.2566

Score for iteration 14800
Answer Metrics
	Hits@1:  0.8496
	Hits@3:  0.9389
	Hits@5:  0.9569
	Hits@10:  0.9737
	Hits@20:  0.9814
	MRR:  0.8980
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8380
		MRR:  0.8946
	4-Hop
		Hits@1:  0.8994
		MRR:  0.9228
	3-Hop
		Hits@1:  0.8542
		MRR:  0.8950
Valid Action Count at Each Step
	Overall Average: 32.3900
		Step 1: 20.9075
		Step 2: 28.1528
		Step 3: 29.6237
		Step 4: 50.8759
Entropy Metrics
	Question Entropy:  0.0286
	Path Entropy:  0.1145
		Step 1:  0.0079
		Step 2:  0.0105
		Step 3:  0.0244
		Step 4:  0.0716
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3811
	Restart Rate:  0.0000
	No-Op Rate:  0.3811
	Cycle Rate:  0.0264
	Backtrack Rate:  0.0000
	Unique Edges:  2.4685
	Redundancy:  0.0019
	Avg Segment Hops:  2.4756
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9904
	Precision:  0.0176
	F1 Score:  0.0345
GT-Edge Overlap Metrics
	Recall:  0.6989
	Precision:  0.6938
	F1 Score:  0.6921
Node-Set Overlap Metrics
	Recall:  0.8834
	Precision:  0.9174
	F1 Score:  0.8949
Path Edit Distance Metrics:
	Overall Average:  0.3283
		2-Hop:  0.3029
		4-Hop:  0.4134
		3-Hop:  0.3479
Relation-Set Overlap Metrics
	Recall:  0.7986
	Precision:  0.8481
	F1 Score:  0.8127
Relation Edit Distance Metrics:
	Overall Average:  0.2379
		2-Hop:  0.2316
		4-Hop:  0.2626
		3-Hop:  0.2415

Score for iteration 14900
Answer Metrics
	Hits@1:  0.8618
	Hits@3:  0.9422
	Hits@5:  0.9614
	Hits@10:  0.9775
	Hits@20:  0.9807
	MRR:  0.9049
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8891
		MRR:  0.9267
	4-Hop
		Hits@1:  0.8156
		MRR:  0.8602
	3-Hop
		Hits@1:  0.8223
		MRR:  0.8765
Valid Action Count at Each Step
	Overall Average: 31.7828
		Step 1: 20.9075
		Step 2: 25.5993
		Step 3: 26.5679
		Step 4: 54.0566
Entropy Metrics
	Question Entropy:  0.0206
	Path Entropy:  0.0824
		Step 1:  0.0056
		Step 2:  0.0032
		Step 3:  0.0143
		Step 4:  0.0592
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4344
	Restart Rate:  0.0000
	No-Op Rate:  0.4344
	Cycle Rate:  0.0056
	Backtrack Rate:  0.0000
	Unique Edges:  2.2616
	Redundancy:  0.0002
	Avg Segment Hops:  2.2622
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9891
	Precision:  0.0164
	F1 Score:  0.0323
GT-Edge Overlap Metrics
	Recall:  0.6765
	Precision:  0.7051
	F1 Score:  0.6876
Node-Set Overlap Metrics
	Recall:  0.8621
	Precision:  0.9249
	F1 Score:  0.8878
Path Edit Distance Metrics:
	Overall Average:  0.3257
		2-Hop:  0.2745
		4-Hop:  0.5014
		3-Hop:  0.3635
Relation-Set Overlap Metrics
	Recall:  0.7765
	Precision:  0.8570
	F1 Score:  0.8059
Relation Edit Distance Metrics:
	Overall Average:  0.2305
		2-Hop:  0.1983
		4-Hop:  0.3310
		3-Hop:  0.2582

Score for iteration 15000
Answer Metrics
	Hits@1:  0.8997
	Hits@3:  0.9627
	Hits@5:  0.9737
	Hits@10:  0.9814
	Hits@20:  0.9846
	MRR:  0.9328
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9136
		MRR:  0.9444
	4-Hop
		Hits@1:  0.8715
		MRR:  0.9034
	3-Hop
		Hits@1:  0.8815
		MRR:  0.9199
Valid Action Count at Each Step
	Overall Average: 33.8921
		Step 1: 20.9075
		Step 2: 27.6227
		Step 3: 29.5286
		Step 4: 57.5095
Entropy Metrics
	Question Entropy:  0.0225
	Path Entropy:  0.0900
		Step 1:  0.0079
		Step 2:  0.0047
		Step 3:  0.0221
		Step 4:  0.0554
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4176
	Restart Rate:  0.0000
	No-Op Rate:  0.4176
	Cycle Rate:  0.0083
	Backtrack Rate:  0.0000
	Unique Edges:  2.3290
	Redundancy:  0.0002
	Avg Segment Hops:  2.3297
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9916
	Precision:  0.0172
	F1 Score:  0.0337
GT-Edge Overlap Metrics
	Recall:  0.7087
	Precision:  0.7274
	F1 Score:  0.7150
Node-Set Overlap Metrics
	Recall:  0.8852
	Precision:  0.9361
	F1 Score:  0.9056
Path Edit Distance Metrics:
	Overall Average:  0.2988
		2-Hop:  0.2521
		4-Hop:  0.4763
		3-Hop:  0.3261
Relation-Set Overlap Metrics
	Recall:  0.8050
	Precision:  0.8716
	F1 Score:  0.8287
Relation Edit Distance Metrics:
	Overall Average:  0.2077
		2-Hop:  0.1809
		4-Hop:  0.3087
		3-Hop:  0.2238

Test (beam) scores with best model from output/mquake_st/sa_qa_nhop_reason_4hop_seed0/model/model.ckpt
Answer Metrics
	Hits@1:  0.8916
	Hits@3:  0.9601
	Hits@5:  0.9668
	Hits@10:  0.9781
	Hits@20:  0.9820
	MRR:  0.9263
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8239
		MRR:  0.8668
	3-Hop
		Hits@1:  0.8762
		MRR:  0.9164
	2-Hop
		Hits@1:  0.9119
		MRR:  0.9424
Valid Action Count at Each Step
	Overall Average: 34.3855
		Step 1: 21.3743
		Step 2: 27.6740
		Step 3: 29.1666
		Step 4: 59.3272
Entropy Metrics
	Question Entropy:  0.0227
	Path Entropy:  0.0908
		Step 1:  0.0084
		Step 2:  0.0074
		Step 3:  0.0202
		Step 4:  0.0548
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4147
	Restart Rate:  0.0000
	No-Op Rate:  0.4147
	Cycle Rate:  0.0066
	Backtrack Rate:  0.0000
	Unique Edges:  2.3384
	Redundancy:  0.0008
	Avg Segment Hops:  2.3411
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9874
	Precision:  0.0171
	F1 Score:  0.0336
GT-Edge Overlap Metrics
	Recall:  0.7272
	Precision:  0.7442
	F1 Score:  0.7332
Node-Set Overlap Metrics
	Recall:  0.8914
	Precision:  0.9383
	F1 Score:  0.9101
Path Edit Distance Metrics:
	Overall Average:  0.2783
		4-Hop:  0.4474
		3-Hop:  0.3155
		2-Hop:  0.2283
Relation-Set Overlap Metrics
	Recall:  0.8173
	Precision:  0.8794
	F1 Score:  0.8393
Relation Edit Distance Metrics:
	Overall Average:  0.1929
		4-Hop:  0.2969
		3-Hop:  0.2129
		2-Hop:  0.1635

