Score for iteration 100
Answer Metrics
	Hits@1:  0.2200
	Hits@3:  0.6300
	Hits@5:  0.7400
	Hits@10:  0.9400
	Hits@20:  0.9800
	MRR:  0.4461
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.1892
		MRR:  0.4696
	3-Hop
		Hits@1:  0.2381
		MRR:  0.4323
Valid Action Count at Each Step
	Overall Average:  5.8296
		Step 1:  5.4200
		Step 2:  5.9864
		Step 3:  6.0823
Entropy Metrics
	Question Entropy:  1.6787
	Path Entropy:  5.0361
		Step 1:  1.6274
		Step 2:  1.7166
		Step 3:  1.6921
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3733
	Restart Rate:  0.0000
	No-Op Rate:  0.3733
	Cycle Rate:  0.0583
	Backtrack Rate:  0.0000
	Unique Edges:  1.8700
	Redundancy:  0.0133
	Avg Segment Hops:  1.8800
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9800
	Precision:  0.0906
	F1 Score:  0.1658
GT-Edge Overlap Metrics
	Recall:  0.0900
	Precision:  0.1550
	F1 Score:  0.1037
Node-Set Overlap Metrics
	Recall:  0.5175
	Precision:  0.6908
	F1 Score:  0.5765
Path Edit Distance Metrics:
	Overall Average:  2.4900
		2-Hop:  2.0270
		3-Hop:  2.7619
Relation-Set Overlap Metrics
	Recall:  0.2550
	Precision:  0.3767
	F1 Score:  0.2853
Relation Edit Distance Metrics:
	Overall Average:  2.3300
		2-Hop:  1.8649
		3-Hop:  2.6032

Score for iteration 200
Answer Metrics
	Hits@1:  0.5500
	Hits@3:  0.8000
	Hits@5:  0.8500
	Hits@10:  0.9900
	Hits@20:  1.0000
	MRR:  0.6887
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.5946
		MRR:  0.7561
	3-Hop
		Hits@1:  0.5238
		MRR:  0.6491
Valid Action Count at Each Step
	Overall Average:  5.9869
		Step 1:  5.4200
		Step 2:  6.2383
		Step 3:  6.3023
Entropy Metrics
	Question Entropy:  1.5596
	Path Entropy:  4.6788
		Step 1:  1.6240
		Step 2:  1.7257
		Step 3:  1.3290
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.2100
	Restart Rate:  0.0000
	No-Op Rate:  0.2100
	Cycle Rate:  0.0633
	Backtrack Rate:  0.0000
	Unique Edges:  2.3700
	Redundancy:  0.0200
	Avg Segment Hops:  2.3700
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.0983
	F1 Score:  0.1788
GT-Edge Overlap Metrics
	Recall:  0.2100
	Precision:  0.2350
	F1 Score:  0.2160
Node-Set Overlap Metrics
	Recall:  0.6208
	Precision:  0.7158
	F1 Score:  0.6523
Path Edit Distance Metrics:
	Overall Average:  2.2800
		2-Hop:  2.0541
		3-Hop:  2.4127
Relation-Set Overlap Metrics
	Recall:  0.4150
	Precision:  0.4400
	F1 Score:  0.4093
Relation Edit Distance Metrics:
	Overall Average:  1.9900
		2-Hop:  1.7568
		3-Hop:  2.1270

Score for iteration 300
Answer Metrics
	Hits@1:  0.5500
	Hits@3:  0.8300
	Hits@5:  0.9200
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.7102
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.5135
		MRR:  0.7230
	3-Hop
		Hits@1:  0.5714
		MRR:  0.7027
Valid Action Count at Each Step
	Overall Average:  6.0615
		Step 1:  5.4200
		Step 2:  6.3955
		Step 3:  6.3690
Entropy Metrics
	Question Entropy:  1.3277
	Path Entropy:  3.9830
		Step 1:  1.5668
		Step 2:  1.6295
		Step 3:  0.7868
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.2233
	Restart Rate:  0.0000
	No-Op Rate:  0.2233
	Cycle Rate:  0.0350
	Backtrack Rate:  0.0000
	Unique Edges:  2.3300
	Redundancy:  0.0000
	Avg Segment Hops:  2.3300
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1026
	F1 Score:  0.1858
GT-Edge Overlap Metrics
	Recall:  0.2017
	Precision:  0.2367
	F1 Score:  0.2103
Node-Set Overlap Metrics
	Recall:  0.6275
	Precision:  0.7058
	F1 Score:  0.6537
Path Edit Distance Metrics:
	Overall Average:  2.3000
		2-Hop:  2.0541
		3-Hop:  2.4444
Relation-Set Overlap Metrics
	Recall:  0.4117
	Precision:  0.4600
	F1 Score:  0.4167
Relation Edit Distance Metrics:
	Overall Average:  2.0500
		2-Hop:  1.8108
		3-Hop:  2.1905

Score for iteration 400
Answer Metrics
	Hits@1:  0.6100
	Hits@3:  0.8400
	Hits@5:  0.9800
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.7459
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.6216
		MRR:  0.7869
	3-Hop
		Hits@1:  0.6032
		MRR:  0.7219
Valid Action Count at Each Step
	Overall Average:  6.0666
		Step 1:  5.4200
		Step 2:  6.3888
		Step 3:  6.3911
Entropy Metrics
	Question Entropy:  1.3093
	Path Entropy:  3.9278
		Step 1:  1.5739
		Step 2:  1.6526
		Step 3:  0.7013
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1900
	Restart Rate:  0.0000
	No-Op Rate:  0.1900
	Cycle Rate:  0.0867
	Backtrack Rate:  0.0000
	Unique Edges:  2.4300
	Redundancy:  0.0200
	Avg Segment Hops:  2.4300
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1059
	F1 Score:  0.1911
GT-Edge Overlap Metrics
	Recall:  0.2150
	Precision:  0.2367
	F1 Score:  0.2193
Node-Set Overlap Metrics
	Recall:  0.6258
	Precision:  0.7142
	F1 Score:  0.6556
Path Edit Distance Metrics:
	Overall Average:  2.2800
		2-Hop:  2.1351
		3-Hop:  2.3651
Relation-Set Overlap Metrics
	Recall:  0.4200
	Precision:  0.4383
	F1 Score:  0.4187
Relation Edit Distance Metrics:
	Overall Average:  2.0800
		2-Hop:  2.0000
		3-Hop:  2.1270

Score for iteration 500
Answer Metrics
	Hits@1:  0.7400
	Hits@3:  0.9400
	Hits@5:  0.9900
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8403
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7838
		MRR:  0.8761
	3-Hop
		Hits@1:  0.7143
		MRR:  0.8193
Valid Action Count at Each Step
	Overall Average:  6.0531
		Step 1:  5.4200
		Step 2:  6.3477
		Step 3:  6.3917
Entropy Metrics
	Question Entropy:  1.2548
	Path Entropy:  3.7643
		Step 1:  1.5589
		Step 2:  1.5521
		Step 3:  0.6533
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1767
	Restart Rate:  0.0000
	No-Op Rate:  0.1767
	Cycle Rate:  0.0900
	Backtrack Rate:  0.0000
	Unique Edges:  2.4500
	Redundancy:  0.0167
	Avg Segment Hops:  2.4700
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1062
	F1 Score:  0.1917
GT-Edge Overlap Metrics
	Recall:  0.2383
	Precision:  0.2667
	F1 Score:  0.2477
Node-Set Overlap Metrics
	Recall:  0.6550
	Precision:  0.7458
	F1 Score:  0.6893
Path Edit Distance Metrics:
	Overall Average:  2.2100
		2-Hop:  1.9459
		3-Hop:  2.3651
Relation-Set Overlap Metrics
	Recall:  0.4733
	Precision:  0.4850
	F1 Score:  0.4660
Relation Edit Distance Metrics:
	Overall Average:  1.9500
		2-Hop:  1.7027
		3-Hop:  2.0952

Score for iteration 600
Answer Metrics
	Hits@1:  0.7100
	Hits@3:  0.9600
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8307
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7838
		MRR:  0.8716
	3-Hop
		Hits@1:  0.6667
		MRR:  0.8066
Valid Action Count at Each Step
	Overall Average:  6.0752
		Step 1:  5.4200
		Step 2:  6.3615
		Step 3:  6.4440
Entropy Metrics
	Question Entropy:  1.2702
	Path Entropy:  3.8105
		Step 1:  1.5742
		Step 2:  1.5942
		Step 3:  0.6422
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1900
	Restart Rate:  0.0000
	No-Op Rate:  0.1900
	Cycle Rate:  0.0933
	Backtrack Rate:  0.0000
	Unique Edges:  2.4100
	Redundancy:  0.0267
	Avg Segment Hops:  2.4300
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1056
	F1 Score:  0.1907
GT-Edge Overlap Metrics
	Recall:  0.2133
	Precision:  0.2317
	F1 Score:  0.2167
Node-Set Overlap Metrics
	Recall:  0.6542
	Precision:  0.7550
	F1 Score:  0.6892
Path Edit Distance Metrics:
	Overall Average:  2.2900
		2-Hop:  1.8919
		3-Hop:  2.5238
Relation-Set Overlap Metrics
	Recall:  0.3917
	Precision:  0.4367
	F1 Score:  0.3990
Relation Edit Distance Metrics:
	Overall Average:  2.0700
		2-Hop:  1.6486
		3-Hop:  2.3175

Score for iteration 700
Answer Metrics
	Hits@1:  0.7400
	Hits@3:  0.9700
	Hits@5:  0.9900
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8367
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8108
		MRR:  0.8874
	3-Hop
		Hits@1:  0.6984
		MRR:  0.8069
Valid Action Count at Each Step
	Overall Average:  6.0907
		Step 1:  5.4200
		Step 2:  6.3834
		Step 3:  6.4688
Entropy Metrics
	Question Entropy:  1.2782
	Path Entropy:  3.8346
		Step 1:  1.5830
		Step 2:  1.6083
		Step 3:  0.6433
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1467
	Restart Rate:  0.0000
	No-Op Rate:  0.1467
	Cycle Rate:  0.0850
	Backtrack Rate:  0.0000
	Unique Edges:  2.5400
	Redundancy:  0.0067
	Avg Segment Hops:  2.5600
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1064
	F1 Score:  0.1920
GT-Edge Overlap Metrics
	Recall:  0.1717
	Precision:  0.1950
	F1 Score:  0.1730
Node-Set Overlap Metrics
	Recall:  0.6508
	Precision:  0.7200
	F1 Score:  0.6733
Path Edit Distance Metrics:
	Overall Average:  2.4500
		2-Hop:  2.2162
		3-Hop:  2.5873
Relation-Set Overlap Metrics
	Recall:  0.4050
	Precision:  0.4250
	F1 Score:  0.3953
Relation Edit Distance Metrics:
	Overall Average:  2.1400
		2-Hop:  1.8649
		3-Hop:  2.3016

Score for iteration 800
Answer Metrics
	Hits@1:  0.7000
	Hits@3:  0.9600
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8295
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7838
		MRR:  0.8874
	3-Hop
		Hits@1:  0.6508
		MRR:  0.7955
Valid Action Count at Each Step
	Overall Average:  6.1102
		Step 1:  5.4200
		Step 2:  6.4120
		Step 3:  6.4986
Entropy Metrics
	Question Entropy:  1.2198
	Path Entropy:  3.6593
		Step 1:  1.5730
		Step 2:  1.5702
		Step 3:  0.5161
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1900
	Restart Rate:  0.0000
	No-Op Rate:  0.1900
	Cycle Rate:  0.0950
	Backtrack Rate:  0.0000
	Unique Edges:  2.4000
	Redundancy:  0.0200
	Avg Segment Hops:  2.4300
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1097
	F1 Score:  0.1973
GT-Edge Overlap Metrics
	Recall:  0.2000
	Precision:  0.2217
	F1 Score:  0.2040
Node-Set Overlap Metrics
	Recall:  0.6458
	Precision:  0.7442
	F1 Score:  0.6800
Path Edit Distance Metrics:
	Overall Average:  2.3300
		2-Hop:  2.0811
		3-Hop:  2.4762
Relation-Set Overlap Metrics
	Recall:  0.3767
	Precision:  0.4267
	F1 Score:  0.3867
Relation Edit Distance Metrics:
	Overall Average:  2.1000
		2-Hop:  1.8649
		3-Hop:  2.2381

Score for iteration 900
Answer Metrics
	Hits@1:  0.7500
	Hits@3:  0.9700
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8565
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8378
		MRR:  0.9099
	3-Hop
		Hits@1:  0.6984
		MRR:  0.8251
Valid Action Count at Each Step
	Overall Average:  6.0964
		Step 1:  5.4200
		Step 2:  6.4022
		Step 3:  6.4669
Entropy Metrics
	Question Entropy:  1.2138
	Path Entropy:  3.6414
		Step 1:  1.5493
		Step 2:  1.5740
		Step 3:  0.5181
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1867
	Restart Rate:  0.0000
	No-Op Rate:  0.1867
	Cycle Rate:  0.0950
	Backtrack Rate:  0.0000
	Unique Edges:  2.4400
	Redundancy:  0.0000
	Avg Segment Hops:  2.4400
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1069
	F1 Score:  0.1926
GT-Edge Overlap Metrics
	Recall:  0.2050
	Precision:  0.2333
	F1 Score:  0.2110
Node-Set Overlap Metrics
	Recall:  0.6592
	Precision:  0.7567
	F1 Score:  0.6961
Path Edit Distance Metrics:
	Overall Average:  2.3600
		2-Hop:  2.1351
		3-Hop:  2.4921
Relation-Set Overlap Metrics
	Recall:  0.3967
	Precision:  0.4583
	F1 Score:  0.4080
Relation Edit Distance Metrics:
	Overall Average:  2.1200
		2-Hop:  1.9189
		3-Hop:  2.2381

Score for iteration 1000
Answer Metrics
	Hits@1:  0.7200
	Hits@3:  0.9700
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8415
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7838
		MRR:  0.8725
	3-Hop
		Hits@1:  0.6825
		MRR:  0.8233
Valid Action Count at Each Step
	Overall Average:  6.0965
		Step 1:  5.4200
		Step 2:  6.4184
		Step 3:  6.4510
Entropy Metrics
	Question Entropy:  1.1490
	Path Entropy:  3.4470
		Step 1:  1.5521
		Step 2:  1.5004
		Step 3:  0.3945
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1833
	Restart Rate:  0.0000
	No-Op Rate:  0.1833
	Cycle Rate:  0.0883
	Backtrack Rate:  0.0000
	Unique Edges:  2.4400
	Redundancy:  0.0033
	Avg Segment Hops:  2.4500
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1097
	F1 Score:  0.1972
GT-Edge Overlap Metrics
	Recall:  0.1583
	Precision:  0.1717
	F1 Score:  0.1573
Node-Set Overlap Metrics
	Recall:  0.6417
	Precision:  0.7350
	F1 Score:  0.6752
Path Edit Distance Metrics:
	Overall Average:  2.4800
		2-Hop:  2.2432
		3-Hop:  2.6190
Relation-Set Overlap Metrics
	Recall:  0.3467
	Precision:  0.3850
	F1 Score:  0.3477
Relation Edit Distance Metrics:
	Overall Average:  2.2600
		2-Hop:  2.0000
		3-Hop:  2.4127

Score for iteration 1100
Answer Metrics
	Hits@1:  0.7000
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8408
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7568
		MRR:  0.8784
	3-Hop
		Hits@1:  0.6667
		MRR:  0.8188
Valid Action Count at Each Step
	Overall Average:  6.1123
		Step 1:  5.4200
		Step 2:  6.4291
		Step 3:  6.4879
Entropy Metrics
	Question Entropy:  1.1834
	Path Entropy:  3.5503
		Step 1:  1.5657
		Step 2:  1.5755
		Step 3:  0.4091
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.2067
	Restart Rate:  0.0000
	No-Op Rate:  0.2067
	Cycle Rate:  0.0900
	Backtrack Rate:  0.0000
	Unique Edges:  2.3700
	Redundancy:  0.0033
	Avg Segment Hops:  2.3800
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1081
	F1 Score:  0.1946
GT-Edge Overlap Metrics
	Recall:  0.1883
	Precision:  0.2067
	F1 Score:  0.1913
Node-Set Overlap Metrics
	Recall:  0.6183
	Precision:  0.7175
	F1 Score:  0.6556
Path Edit Distance Metrics:
	Overall Average:  2.3600
		2-Hop:  1.9189
		3-Hop:  2.6190
Relation-Set Overlap Metrics
	Recall:  0.3850
	Precision:  0.4517
	F1 Score:  0.3993
Relation Edit Distance Metrics:
	Overall Average:  2.1200
		2-Hop:  1.6486
		3-Hop:  2.3968

Score for iteration 1200
Answer Metrics
	Hits@1:  0.7200
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8533
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8378
		MRR:  0.9189
	3-Hop
		Hits@1:  0.6508
		MRR:  0.8148
Valid Action Count at Each Step
	Overall Average:  6.1213
		Step 1:  5.4200
		Step 2:  6.4338
		Step 3:  6.5102
Entropy Metrics
	Question Entropy:  1.2129
	Path Entropy:  3.6388
		Step 1:  1.5977
		Step 2:  1.6135
		Step 3:  0.4276
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1767
	Restart Rate:  0.0000
	No-Op Rate:  0.1767
	Cycle Rate:  0.0783
	Backtrack Rate:  0.0000
	Unique Edges:  2.4600
	Redundancy:  0.0033
	Avg Segment Hops:  2.4700
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1097
	F1 Score:  0.1972
GT-Edge Overlap Metrics
	Recall:  0.2067
	Precision:  0.2400
	F1 Score:  0.2143
Node-Set Overlap Metrics
	Recall:  0.6333
	Precision:  0.7158
	F1 Score:  0.6618
Path Edit Distance Metrics:
	Overall Average:  2.3700
		2-Hop:  2.1351
		3-Hop:  2.5079
Relation-Set Overlap Metrics
	Recall:  0.4433
	Precision:  0.4700
	F1 Score:  0.4410
Relation Edit Distance Metrics:
	Overall Average:  2.0500
		2-Hop:  1.8919
		3-Hop:  2.1429

Score for iteration 1300
Answer Metrics
	Hits@1:  0.7000
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8325
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7838
		MRR:  0.8761
	3-Hop
		Hits@1:  0.6508
		MRR:  0.8069
Valid Action Count at Each Step
	Overall Average:  6.1040
		Step 1:  5.4200
		Step 2:  6.4222
		Step 3:  6.4698
Entropy Metrics
	Question Entropy:  1.1627
	Path Entropy:  3.4882
		Step 1:  1.5714
		Step 2:  1.5124
		Step 3:  0.4044
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1900
	Restart Rate:  0.0000
	No-Op Rate:  0.1900
	Cycle Rate:  0.1050
	Backtrack Rate:  0.0000
	Unique Edges:  2.4000
	Redundancy:  0.0200
	Avg Segment Hops:  2.4300
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1122
	F1 Score:  0.2010
GT-Edge Overlap Metrics
	Recall:  0.1900
	Precision:  0.2117
	F1 Score:  0.1933
Node-Set Overlap Metrics
	Recall:  0.6317
	Precision:  0.7325
	F1 Score:  0.6677
Path Edit Distance Metrics:
	Overall Average:  2.3800
		2-Hop:  2.1351
		3-Hop:  2.5238
Relation-Set Overlap Metrics
	Recall:  0.4067
	Precision:  0.4117
	F1 Score:  0.3970
Relation Edit Distance Metrics:
	Overall Average:  2.1800
		2-Hop:  1.8919
		3-Hop:  2.3492

Score for iteration 1400
Answer Metrics
	Hits@1:  0.6700
	Hits@3:  0.9400
	Hits@5:  0.9900
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8094
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7568
		MRR:  0.8635
	3-Hop
		Hits@1:  0.6190
		MRR:  0.7776
Valid Action Count at Each Step
	Overall Average:  6.1126
		Step 1:  5.4200
		Step 2:  6.4406
		Step 3:  6.4772
Entropy Metrics
	Question Entropy:  1.1548
	Path Entropy:  3.4645
		Step 1:  1.5759
		Step 2:  1.5237
		Step 3:  0.3650
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1700
	Restart Rate:  0.0000
	No-Op Rate:  0.1700
	Cycle Rate:  0.1133
	Backtrack Rate:  0.0000
	Unique Edges:  2.4500
	Redundancy:  0.0133
	Avg Segment Hops:  2.4900
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1116
	F1 Score:  0.2001
GT-Edge Overlap Metrics
	Recall:  0.2000
	Precision:  0.2167
	F1 Score:  0.2007
Node-Set Overlap Metrics
	Recall:  0.6342
	Precision:  0.7283
	F1 Score:  0.6678
Path Edit Distance Metrics:
	Overall Average:  2.4200
		2-Hop:  2.1351
		3-Hop:  2.5873
Relation-Set Overlap Metrics
	Recall:  0.4250
	Precision:  0.4400
	F1 Score:  0.4193
Relation Edit Distance Metrics:
	Overall Average:  2.1500
		2-Hop:  1.7838
		3-Hop:  2.3651

Score for iteration 1500
Answer Metrics
	Hits@1:  0.8300
	Hits@3:  0.9800
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9100
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8378
		MRR:  0.9189
	3-Hop
		Hits@1:  0.8254
		MRR:  0.9048
Valid Action Count at Each Step
	Overall Average:  6.1170
		Step 1:  5.4200
		Step 2:  6.4551
		Step 3:  6.4758
Entropy Metrics
	Question Entropy:  1.1501
	Path Entropy:  3.4504
		Step 1:  1.5725
		Step 2:  1.5388
		Step 3:  0.3391
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1700
	Restart Rate:  0.0000
	No-Op Rate:  0.1700
	Cycle Rate:  0.0817
	Backtrack Rate:  0.0000
	Unique Edges:  2.4900
	Redundancy:  0.0000
	Avg Segment Hops:  2.4900
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1096
	F1 Score:  0.1969
GT-Edge Overlap Metrics
	Recall:  0.2633
	Precision:  0.2917
	F1 Score:  0.2693
Node-Set Overlap Metrics
	Recall:  0.6942
	Precision:  0.7750
	F1 Score:  0.7249
Path Edit Distance Metrics:
	Overall Average:  2.1600
		2-Hop:  2.0541
		3-Hop:  2.2222
Relation-Set Overlap Metrics
	Recall:  0.4667
	Precision:  0.5150
	F1 Score:  0.4707
Relation Edit Distance Metrics:
	Overall Average:  1.9000
		2-Hop:  1.7568
		3-Hop:  1.9841

Score for iteration 1600
Answer Metrics
	Hits@1:  0.7400
	Hits@3:  0.9700
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8527
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8108
		MRR:  0.8928
	3-Hop
		Hits@1:  0.6984
		MRR:  0.8291
Valid Action Count at Each Step
	Overall Average:  6.1278
		Step 1:  5.4200
		Step 2:  6.4757
		Step 3:  6.4876
Entropy Metrics
	Question Entropy:  1.1711
	Path Entropy:  3.5132
		Step 1:  1.5926
		Step 2:  1.5754
		Step 3:  0.3452
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1933
	Restart Rate:  0.0000
	No-Op Rate:  0.1933
	Cycle Rate:  0.0867
	Backtrack Rate:  0.0000
	Unique Edges:  2.4000
	Redundancy:  0.0067
	Avg Segment Hops:  2.4200
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1129
	F1 Score:  0.2020
GT-Edge Overlap Metrics
	Recall:  0.2367
	Precision:  0.2700
	F1 Score:  0.2453
Node-Set Overlap Metrics
	Recall:  0.6558
	Precision:  0.7533
	F1 Score:  0.6925
Path Edit Distance Metrics:
	Overall Average:  2.2700
		2-Hop:  2.0000
		3-Hop:  2.4286
Relation-Set Overlap Metrics
	Recall:  0.4433
	Precision:  0.4733
	F1 Score:  0.4447
Relation Edit Distance Metrics:
	Overall Average:  1.9800
		2-Hop:  1.7568
		3-Hop:  2.1111

Score for iteration 1700
Answer Metrics
	Hits@1:  0.7600
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8708
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7568
		MRR:  0.8671
	3-Hop
		Hits@1:  0.7619
		MRR:  0.8730
Valid Action Count at Each Step
	Overall Average:  6.1204
		Step 1:  5.4200
		Step 2:  6.4724
		Step 3:  6.4689
Entropy Metrics
	Question Entropy:  1.1260
	Path Entropy:  3.3781
		Step 1:  1.5688
		Step 2:  1.5083
		Step 3:  0.3011
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1633
	Restart Rate:  0.0000
	No-Op Rate:  0.1633
	Cycle Rate:  0.0933
	Backtrack Rate:  0.0000
	Unique Edges:  2.5000
	Redundancy:  0.0033
	Avg Segment Hops:  2.5100
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1106
	F1 Score:  0.1985
GT-Edge Overlap Metrics
	Recall:  0.2300
	Precision:  0.2650
	F1 Score:  0.2393
Node-Set Overlap Metrics
	Recall:  0.6600
	Precision:  0.7458
	F1 Score:  0.6918
Path Edit Distance Metrics:
	Overall Average:  2.2700
		2-Hop:  2.1351
		3-Hop:  2.3492
Relation-Set Overlap Metrics
	Recall:  0.4733
	Precision:  0.5117
	F1 Score:  0.4717
Relation Edit Distance Metrics:
	Overall Average:  1.9300
		2-Hop:  1.8108
		3-Hop:  2.0000

Score for iteration 1800
Answer Metrics
	Hits@1:  0.7700
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8758
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8378
		MRR:  0.9099
	3-Hop
		Hits@1:  0.7302
		MRR:  0.8558
Valid Action Count at Each Step
	Overall Average:  6.1187
		Step 1:  5.4200
		Step 2:  6.4656
		Step 3:  6.4704
Entropy Metrics
	Question Entropy:  1.1253
	Path Entropy:  3.3760
		Step 1:  1.5432
		Step 2:  1.5421
		Step 3:  0.2907
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1833
	Restart Rate:  0.0000
	No-Op Rate:  0.1833
	Cycle Rate:  0.0633
	Backtrack Rate:  0.0000
	Unique Edges:  2.4500
	Redundancy:  0.0000
	Avg Segment Hops:  2.4500
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1105
	F1 Score:  0.1982
GT-Edge Overlap Metrics
	Recall:  0.2667
	Precision:  0.2967
	F1 Score:  0.2733
Node-Set Overlap Metrics
	Recall:  0.6733
	Precision:  0.7442
	F1 Score:  0.6988
Path Edit Distance Metrics:
	Overall Average:  2.1500
		2-Hop:  1.8919
		3-Hop:  2.3016
Relation-Set Overlap Metrics
	Recall:  0.4550
	Precision:  0.5350
	F1 Score:  0.4740
Relation Edit Distance Metrics:
	Overall Average:  1.8600
		2-Hop:  1.6757
		3-Hop:  1.9683

Score for iteration 1900
Answer Metrics
	Hits@1:  0.7900
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8917
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8108
		MRR:  0.9009
	3-Hop
		Hits@1:  0.7778
		MRR:  0.8862
Valid Action Count at Each Step
	Overall Average:  6.1133
		Step 1:  5.4200
		Step 2:  6.4646
		Step 3:  6.4553
Entropy Metrics
	Question Entropy:  1.1072
	Path Entropy:  3.3216
		Step 1:  1.5253
		Step 2:  1.4979
		Step 3:  0.2984
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1467
	Restart Rate:  0.0000
	No-Op Rate:  0.1467
	Cycle Rate:  0.0767
	Backtrack Rate:  0.0000
	Unique Edges:  2.5500
	Redundancy:  0.0033
	Avg Segment Hops:  2.5600
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1129
	F1 Score:  0.2020
GT-Edge Overlap Metrics
	Recall:  0.2100
	Precision:  0.2383
	F1 Score:  0.2143
Node-Set Overlap Metrics
	Recall:  0.6675
	Precision:  0.7267
	F1 Score:  0.6859
Path Edit Distance Metrics:
	Overall Average:  2.3400
		2-Hop:  2.2703
		3-Hop:  2.3810
Relation-Set Overlap Metrics
	Recall:  0.4467
	Precision:  0.4867
	F1 Score:  0.4447
Relation Edit Distance Metrics:
	Overall Average:  2.0300
		2-Hop:  2.0270
		3-Hop:  2.0317

Score for iteration 2000
Answer Metrics
	Hits@1:  0.7700
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8742
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7838
		MRR:  0.8874
	3-Hop
		Hits@1:  0.7619
		MRR:  0.8664
Valid Action Count at Each Step
	Overall Average:  6.1272
		Step 1:  5.4200
		Step 2:  6.4562
		Step 3:  6.5053
Entropy Metrics
	Question Entropy:  1.1130
	Path Entropy:  3.3390
		Step 1:  1.5763
		Step 2:  1.5026
		Step 3:  0.2600
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1867
	Restart Rate:  0.0000
	No-Op Rate:  0.1867
	Cycle Rate:  0.0867
	Backtrack Rate:  0.0000
	Unique Edges:  2.4200
	Redundancy:  0.0167
	Avg Segment Hops:  2.4400
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1090
	F1 Score:  0.1960
GT-Edge Overlap Metrics
	Recall:  0.1933
	Precision:  0.2233
	F1 Score:  0.2000
Node-Set Overlap Metrics
	Recall:  0.6458
	Precision:  0.7383
	F1 Score:  0.6778
Path Edit Distance Metrics:
	Overall Average:  2.3600
		2-Hop:  2.1892
		3-Hop:  2.4603
Relation-Set Overlap Metrics
	Recall:  0.4633
	Precision:  0.5217
	F1 Score:  0.4693
Relation Edit Distance Metrics:
	Overall Average:  1.9500
		2-Hop:  1.8108
		3-Hop:  2.0317

Score for iteration 2100
Answer Metrics
	Hits@1:  0.7600
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8725
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8108
		MRR:  0.9054
	3-Hop
		Hits@1:  0.7302
		MRR:  0.8532
Valid Action Count at Each Step
	Overall Average:  6.1168
		Step 1:  5.4200
		Step 2:  6.4780
		Step 3:  6.4525
Entropy Metrics
	Question Entropy:  1.1304
	Path Entropy:  3.3911
		Step 1:  1.5716
		Step 2:  1.5252
		Step 3:  0.2943
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1733
	Restart Rate:  0.0000
	No-Op Rate:  0.1733
	Cycle Rate:  0.1033
	Backtrack Rate:  0.0000
	Unique Edges:  2.4600
	Redundancy:  0.0067
	Avg Segment Hops:  2.4800
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1121
	F1 Score:  0.2007
GT-Edge Overlap Metrics
	Recall:  0.2150
	Precision:  0.2433
	F1 Score:  0.2213
Node-Set Overlap Metrics
	Recall:  0.6525
	Precision:  0.7442
	F1 Score:  0.6872
Path Edit Distance Metrics:
	Overall Average:  2.3300
		2-Hop:  2.1081
		3-Hop:  2.4603
Relation-Set Overlap Metrics
	Recall:  0.4150
	Precision:  0.4883
	F1 Score:  0.4303
Relation Edit Distance Metrics:
	Overall Average:  2.0700
		2-Hop:  1.8919
		3-Hop:  2.1746

Score for iteration 2200
Answer Metrics
	Hits@1:  0.7500
	Hits@3:  0.9700
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8620
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7838
		MRR:  0.8806
	3-Hop
		Hits@1:  0.7302
		MRR:  0.8511
Valid Action Count at Each Step
	Overall Average:  6.0993
		Step 1:  5.4200
		Step 2:  6.4536
		Step 3:  6.4243
Entropy Metrics
	Question Entropy:  1.1294
	Path Entropy:  3.3882
		Step 1:  1.5584
		Step 2:  1.5407
		Step 3:  0.2891
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1667
	Restart Rate:  0.0000
	No-Op Rate:  0.1667
	Cycle Rate:  0.0833
	Backtrack Rate:  0.0000
	Unique Edges:  2.4900
	Redundancy:  0.0033
	Avg Segment Hops:  2.5000
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1131
	F1 Score:  0.2024
GT-Edge Overlap Metrics
	Recall:  0.2433
	Precision:  0.2767
	F1 Score:  0.2503
Node-Set Overlap Metrics
	Recall:  0.6658
	Precision:  0.7400
	F1 Score:  0.6929
Path Edit Distance Metrics:
	Overall Average:  2.2400
		2-Hop:  2.0541
		3-Hop:  2.3492
Relation-Set Overlap Metrics
	Recall:  0.4717
	Precision:  0.5017
	F1 Score:  0.4697
Relation Edit Distance Metrics:
	Overall Average:  1.9400
		2-Hop:  1.8108
		3-Hop:  2.0159

Score for iteration 2300
Answer Metrics
	Hits@1:  0.7500
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8717
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7838
		MRR:  0.8874
	3-Hop
		Hits@1:  0.7302
		MRR:  0.8624
Valid Action Count at Each Step
	Overall Average:  6.1082
		Step 1:  5.4200
		Step 2:  6.4583
		Step 3:  6.4464
Entropy Metrics
	Question Entropy:  1.0997
	Path Entropy:  3.2992
		Step 1:  1.5616
		Step 2:  1.4911
		Step 3:  0.2466
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1600
	Restart Rate:  0.0000
	No-Op Rate:  0.1600
	Cycle Rate:  0.0783
	Backtrack Rate:  0.0000
	Unique Edges:  2.5200
	Redundancy:  0.0000
	Avg Segment Hops:  2.5200
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1127
	F1 Score:  0.2016
GT-Edge Overlap Metrics
	Recall:  0.1933
	Precision:  0.2150
	F1 Score:  0.1960
Node-Set Overlap Metrics
	Recall:  0.6392
	Precision:  0.7083
	F1 Score:  0.6609
Path Edit Distance Metrics:
	Overall Average:  2.4300
		2-Hop:  2.2973
		3-Hop:  2.5079
Relation-Set Overlap Metrics
	Recall:  0.4367
	Precision:  0.4517
	F1 Score:  0.4237
Relation Edit Distance Metrics:
	Overall Average:  2.1000
		2-Hop:  2.0541
		3-Hop:  2.1270

Score for iteration 2400
Answer Metrics
	Hits@1:  0.7700
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8783
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7838
		MRR:  0.8874
	3-Hop
		Hits@1:  0.7619
		MRR:  0.8730
Valid Action Count at Each Step
	Overall Average:  6.1178
		Step 1:  5.4200
		Step 2:  6.4826
		Step 3:  6.4507
Entropy Metrics
	Question Entropy:  1.0969
	Path Entropy:  3.2908
		Step 1:  1.5613
		Step 2:  1.4886
		Step 3:  0.2409
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1600
	Restart Rate:  0.0000
	No-Op Rate:  0.1600
	Cycle Rate:  0.0817
	Backtrack Rate:  0.0000
	Unique Edges:  2.5200
	Redundancy:  0.0000
	Avg Segment Hops:  2.5200
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1099
	F1 Score:  0.1972
GT-Edge Overlap Metrics
	Recall:  0.2200
	Precision:  0.2467
	F1 Score:  0.2257
Node-Set Overlap Metrics
	Recall:  0.6608
	Precision:  0.7292
	F1 Score:  0.6858
Path Edit Distance Metrics:
	Overall Average:  2.2700
		2-Hop:  2.1622
		3-Hop:  2.3333
Relation-Set Overlap Metrics
	Recall:  0.4617
	Precision:  0.5017
	F1 Score:  0.4580
Relation Edit Distance Metrics:
	Overall Average:  1.9500
		2-Hop:  1.8649
		3-Hop:  2.0000

Score for iteration 2500
Answer Metrics
	Hits@1:  0.7800
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8833
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8378
		MRR:  0.9144
	3-Hop
		Hits@1:  0.7460
		MRR:  0.8651
Valid Action Count at Each Step
	Overall Average:  6.1215
		Step 1:  5.4200
		Step 2:  6.4747
		Step 3:  6.4698
Entropy Metrics
	Question Entropy:  1.1314
	Path Entropy:  3.3941
		Step 1:  1.5814
		Step 2:  1.5424
		Step 3:  0.2703
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1767
	Restart Rate:  0.0000
	No-Op Rate:  0.1767
	Cycle Rate:  0.0800
	Backtrack Rate:  0.0000
	Unique Edges:  2.4500
	Redundancy:  0.0067
	Avg Segment Hops:  2.4700
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1108
	F1 Score:  0.1986
GT-Edge Overlap Metrics
	Recall:  0.2233
	Precision:  0.2483
	F1 Score:  0.2280
Node-Set Overlap Metrics
	Recall:  0.6592
	Precision:  0.7458
	F1 Score:  0.6896
Path Edit Distance Metrics:
	Overall Average:  2.3100
		2-Hop:  2.0811
		3-Hop:  2.4444
Relation-Set Overlap Metrics
	Recall:  0.4800
	Precision:  0.4950
	F1 Score:  0.4703
Relation Edit Distance Metrics:
	Overall Average:  1.9800
		2-Hop:  1.7838
		3-Hop:  2.0952

Score for iteration 2600
Answer Metrics
	Hits@1:  0.7600
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8767
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.7838
		MRR:  0.8874
	3-Hop
		Hits@1:  0.7460
		MRR:  0.8704
Valid Action Count at Each Step
	Overall Average:  6.1198
		Step 1:  5.4200
		Step 2:  6.4742
		Step 3:  6.4651
Entropy Metrics
	Question Entropy:  1.1087
	Path Entropy:  3.3261
		Step 1:  1.5813
		Step 2:  1.5113
		Step 3:  0.2335
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1867
	Restart Rate:  0.0000
	No-Op Rate:  0.1867
	Cycle Rate:  0.0800
	Backtrack Rate:  0.0000
	Unique Edges:  2.4300
	Redundancy:  0.0033
	Avg Segment Hops:  2.4400
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1119
	F1 Score:  0.2006
GT-Edge Overlap Metrics
	Recall:  0.2117
	Precision:  0.2317
	F1 Score:  0.2140
Node-Set Overlap Metrics
	Recall:  0.6483
	Precision:  0.7333
	F1 Score:  0.6777
Path Edit Distance Metrics:
	Overall Average:  2.3300
		2-Hop:  2.0000
		3-Hop:  2.5238
Relation-Set Overlap Metrics
	Recall:  0.4533
	Precision:  0.4867
	F1 Score:  0.4483
Relation Edit Distance Metrics:
	Overall Average:  2.0100
		2-Hop:  1.7027
		3-Hop:  2.1905

Score for iteration 2700
Answer Metrics
	Hits@1:  0.8000
	Hits@3:  0.9800
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8933
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8919
		MRR:  0.9414
	3-Hop
		Hits@1:  0.7460
		MRR:  0.8651
Valid Action Count at Each Step
	Overall Average:  6.1113
		Step 1:  5.4200
		Step 2:  6.4471
		Step 3:  6.4667
Entropy Metrics
	Question Entropy:  1.0569
	Path Entropy:  3.1706
		Step 1:  1.5091
		Step 2:  1.4205
		Step 3:  0.2410
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1700
	Restart Rate:  0.0000
	No-Op Rate:  0.1700
	Cycle Rate:  0.0733
	Backtrack Rate:  0.0000
	Unique Edges:  2.4900
	Redundancy:  0.0000
	Avg Segment Hops:  2.4900
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1109
	F1 Score:  0.1989
GT-Edge Overlap Metrics
	Recall:  0.2700
	Precision:  0.2950
	F1 Score:  0.2747
Node-Set Overlap Metrics
	Recall:  0.6875
	Precision:  0.7592
	F1 Score:  0.7140
Path Edit Distance Metrics:
	Overall Average:  2.1400
		2-Hop:  1.8649
		3-Hop:  2.3016
Relation-Set Overlap Metrics
	Recall:  0.4317
	Precision:  0.4783
	F1 Score:  0.4403
Relation Edit Distance Metrics:
	Overall Average:  1.9000
		2-Hop:  1.6486
		3-Hop:  2.0476

Score for iteration 2800
Answer Metrics
	Hits@1:  0.7600
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8783
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8378
		MRR:  0.9189
	3-Hop
		Hits@1:  0.7143
		MRR:  0.8545
Valid Action Count at Each Step
	Overall Average:  6.1216
		Step 1:  5.4200
		Step 2:  6.4735
		Step 3:  6.4713
Entropy Metrics
	Question Entropy:  1.0975
	Path Entropy:  3.2926
		Step 1:  1.5600
		Step 2:  1.4849
		Step 3:  0.2477
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1767
	Restart Rate:  0.0000
	No-Op Rate:  0.1767
	Cycle Rate:  0.0767
	Backtrack Rate:  0.0000
	Unique Edges:  2.4700
	Redundancy:  0.0000
	Avg Segment Hops:  2.4700
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1125
	F1 Score:  0.2014
GT-Edge Overlap Metrics
	Recall:  0.1983
	Precision:  0.2350
	F1 Score:  0.2087
Node-Set Overlap Metrics
	Recall:  0.6408
	Precision:  0.7208
	F1 Score:  0.6700
Path Edit Distance Metrics:
	Overall Average:  2.3500
		2-Hop:  2.1892
		3-Hop:  2.4444
Relation-Set Overlap Metrics
	Recall:  0.4433
	Precision:  0.4917
	F1 Score:  0.4457
Relation Edit Distance Metrics:
	Overall Average:  2.0600
		2-Hop:  1.9459
		3-Hop:  2.1270

Score for iteration 2900
Answer Metrics
	Hits@1:  0.8400
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9150
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8919
		MRR:  0.9414
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8995
Valid Action Count at Each Step
	Overall Average:  6.1105
		Step 1:  5.4200
		Step 2:  6.4628
		Step 3:  6.4487
Entropy Metrics
	Question Entropy:  1.1236
	Path Entropy:  3.3708
		Step 1:  1.5882
		Step 2:  1.5522
		Step 3:  0.2304
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1600
	Restart Rate:  0.0000
	No-Op Rate:  0.1600
	Cycle Rate:  0.0733
	Backtrack Rate:  0.0000
	Unique Edges:  2.5000
	Redundancy:  0.0067
	Avg Segment Hops:  2.5200
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1106
	F1 Score:  0.1983
GT-Edge Overlap Metrics
	Recall:  0.2567
	Precision:  0.3033
	F1 Score:  0.2703
Node-Set Overlap Metrics
	Recall:  0.6867
	Precision:  0.7667
	F1 Score:  0.7162
Path Edit Distance Metrics:
	Overall Average:  2.2000
		2-Hop:  2.0811
		3-Hop:  2.2698
Relation-Set Overlap Metrics
	Recall:  0.5200
	Precision:  0.5583
	F1 Score:  0.5210
Relation Edit Distance Metrics:
	Overall Average:  1.7700
		2-Hop:  1.7297
		3-Hop:  1.7937

Score for iteration 3000
Answer Metrics
	Hits@1:  0.7300
	Hits@3:  0.9800
	Hits@5:  0.9900
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8568
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8108
		MRR:  0.8973
	3-Hop
		Hits@1:  0.6825
		MRR:  0.8330
Valid Action Count at Each Step
	Overall Average:  6.0993
		Step 1:  5.4200
		Step 2:  6.4723
		Step 3:  6.4057
Entropy Metrics
	Question Entropy:  1.0808
	Path Entropy:  3.2425
		Step 1:  1.5616
		Step 2:  1.4623
		Step 3:  0.2186
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1667
	Restart Rate:  0.0000
	No-Op Rate:  0.1667
	Cycle Rate:  0.0833
	Backtrack Rate:  0.0000
	Unique Edges:  2.4600
	Redundancy:  0.0133
	Avg Segment Hops:  2.5000
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1136
	F1 Score:  0.2031
GT-Edge Overlap Metrics
	Recall:  0.1833
	Precision:  0.2033
	F1 Score:  0.1860
Node-Set Overlap Metrics
	Recall:  0.6292
	Precision:  0.7108
	F1 Score:  0.6560
Path Edit Distance Metrics:
	Overall Average:  2.4200
		2-Hop:  2.2162
		3-Hop:  2.5397
Relation-Set Overlap Metrics
	Recall:  0.4317
	Precision:  0.4650
	F1 Score:  0.4297
Relation Edit Distance Metrics:
	Overall Average:  2.0900
		2-Hop:  1.9459
		3-Hop:  2.1746

Score for iteration 3100
Answer Metrics
	Hits@1:  0.8400
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9183
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8919
		MRR:  0.9459
	3-Hop
		Hits@1:  0.8095
		MRR:  0.9021
Valid Action Count at Each Step
	Overall Average:  6.1058
		Step 1:  5.4200
		Step 2:  6.4557
		Step 3:  6.4417
Entropy Metrics
	Question Entropy:  1.1031
	Path Entropy:  3.3094
		Step 1:  1.5662
		Step 2:  1.5203
		Step 3:  0.2230
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1833
	Restart Rate:  0.0000
	No-Op Rate:  0.1833
	Cycle Rate:  0.0767
	Backtrack Rate:  0.0000
	Unique Edges:  2.4100
	Redundancy:  0.0133
	Avg Segment Hops:  2.4500
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1108
	F1 Score:  0.1990
GT-Edge Overlap Metrics
	Recall:  0.2517
	Precision:  0.2817
	F1 Score:  0.2580
Node-Set Overlap Metrics
	Recall:  0.6883
	Precision:  0.7800
	F1 Score:  0.7206
Path Edit Distance Metrics:
	Overall Average:  2.2300
		2-Hop:  1.9189
		3-Hop:  2.4127
Relation-Set Overlap Metrics
	Recall:  0.4917
	Precision:  0.5317
	F1 Score:  0.4947
Relation Edit Distance Metrics:
	Overall Average:  1.8500
		2-Hop:  1.5676
		3-Hop:  2.0159

Score for iteration 3200
Answer Metrics
	Hits@1:  0.8100
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8950
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8919
		MRR:  0.9414
	3-Hop
		Hits@1:  0.7619
		MRR:  0.8677
Valid Action Count at Each Step
	Overall Average:  6.1198
		Step 1:  5.4200
		Step 2:  6.4831
		Step 3:  6.4564
Entropy Metrics
	Question Entropy:  1.1119
	Path Entropy:  3.3358
		Step 1:  1.5800
		Step 2:  1.5296
		Step 3:  0.2261
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1733
	Restart Rate:  0.0000
	No-Op Rate:  0.1733
	Cycle Rate:  0.0783
	Backtrack Rate:  0.0000
	Unique Edges:  2.4500
	Redundancy:  0.0100
	Avg Segment Hops:  2.4800
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1102
	F1 Score:  0.1978
GT-Edge Overlap Metrics
	Recall:  0.2217
	Precision:  0.2583
	F1 Score:  0.2313
Node-Set Overlap Metrics
	Recall:  0.6675
	Precision:  0.7575
	F1 Score:  0.7005
Path Edit Distance Metrics:
	Overall Average:  2.2800
		2-Hop:  2.0541
		3-Hop:  2.4127
Relation-Set Overlap Metrics
	Recall:  0.4550
	Precision:  0.5083
	F1 Score:  0.4650
Relation Edit Distance Metrics:
	Overall Average:  1.8400
		2-Hop:  1.7838
		3-Hop:  1.8730

Score for iteration 3300
Answer Metrics
	Hits@1:  0.8400
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9150
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8919
		MRR:  0.9414
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8995
Valid Action Count at Each Step
	Overall Average:  6.1103
		Step 1:  5.4200
		Step 2:  6.4768
		Step 3:  6.4342
Entropy Metrics
	Question Entropy:  1.1089
	Path Entropy:  3.3266
		Step 1:  1.5729
		Step 2:  1.5130
		Step 3:  0.2407
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1867
	Restart Rate:  0.0000
	No-Op Rate:  0.1867
	Cycle Rate:  0.0683
	Backtrack Rate:  0.0000
	Unique Edges:  2.4100
	Redundancy:  0.0100
	Avg Segment Hops:  2.4400
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1120
	F1 Score:  0.2006
GT-Edge Overlap Metrics
	Recall:  0.2433
	Precision:  0.2783
	F1 Score:  0.2527
Node-Set Overlap Metrics
	Recall:  0.6825
	Precision:  0.7767
	F1 Score:  0.7166
Path Edit Distance Metrics:
	Overall Average:  2.2300
		2-Hop:  1.8108
		3-Hop:  2.4762
Relation-Set Overlap Metrics
	Recall:  0.4783
	Precision:  0.5250
	F1 Score:  0.4837
Relation Edit Distance Metrics:
	Overall Average:  1.8600
		2-Hop:  1.4595
		3-Hop:  2.0952

Score for iteration 3400
Answer Metrics
	Hits@1:  0.7500
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8692
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8108
		MRR:  0.9054
	3-Hop
		Hits@1:  0.7143
		MRR:  0.8479
Valid Action Count at Each Step
	Overall Average:  6.0877
		Step 1:  5.4200
		Step 2:  6.4637
		Step 3:  6.3795
Entropy Metrics
	Question Entropy:  1.0390
	Path Entropy:  3.1171
		Step 1:  1.5095
		Step 2:  1.4015
		Step 3:  0.2062
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1267
	Restart Rate:  0.0000
	No-Op Rate:  0.1267
	Cycle Rate:  0.0917
	Backtrack Rate:  0.0000
	Unique Edges:  2.6200
	Redundancy:  0.0000
	Avg Segment Hops:  2.6200
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1121
	F1 Score:  0.2007
GT-Edge Overlap Metrics
	Recall:  0.1950
	Precision:  0.2067
	F1 Score:  0.1940
Node-Set Overlap Metrics
	Recall:  0.6450
	Precision:  0.7042
	F1 Score:  0.6639
Path Edit Distance Metrics:
	Overall Average:  2.4200
		2-Hop:  2.2973
		3-Hop:  2.4921
Relation-Set Overlap Metrics
	Recall:  0.4333
	Precision:  0.4483
	F1 Score:  0.4227
Relation Edit Distance Metrics:
	Overall Average:  2.1100
		2-Hop:  2.0000
		3-Hop:  2.1746

Score for iteration 3500
Answer Metrics
	Hits@1:  0.7200
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8517
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8378
		MRR:  0.9189
	3-Hop
		Hits@1:  0.6508
		MRR:  0.8122
Valid Action Count at Each Step
	Overall Average:  6.0944
		Step 1:  5.4200
		Step 2:  6.4723
		Step 3:  6.3908
Entropy Metrics
	Question Entropy:  1.0806
	Path Entropy:  3.2417
		Step 1:  1.5536
		Step 2:  1.4915
		Step 3:  0.1966
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1833
	Restart Rate:  0.0000
	No-Op Rate:  0.1833
	Cycle Rate:  0.0867
	Backtrack Rate:  0.0000
	Unique Edges:  2.4100
	Redundancy:  0.0133
	Avg Segment Hops:  2.4500
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1117
	F1 Score:  0.2002
GT-Edge Overlap Metrics
	Recall:  0.2300
	Precision:  0.2650
	F1 Score:  0.2367
Node-Set Overlap Metrics
	Recall:  0.6450
	Precision:  0.7400
	F1 Score:  0.6773
Path Edit Distance Metrics:
	Overall Average:  2.2900
		2-Hop:  2.0270
		3-Hop:  2.4444
Relation-Set Overlap Metrics
	Recall:  0.4700
	Precision:  0.5133
	F1 Score:  0.4710
Relation Edit Distance Metrics:
	Overall Average:  1.9800
		2-Hop:  1.7568
		3-Hop:  2.1111

Score for iteration 3600
Answer Metrics
	Hits@1:  0.7900
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8917
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8649
		MRR:  0.9279
	3-Hop
		Hits@1:  0.7460
		MRR:  0.8704
Valid Action Count at Each Step
	Overall Average:  6.1031
		Step 1:  5.4200
		Step 2:  6.4704
		Step 3:  6.4190
Entropy Metrics
	Question Entropy:  1.0471
	Path Entropy:  3.1413
		Step 1:  1.5058
		Step 2:  1.4318
		Step 3:  0.2038
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1567
	Restart Rate:  0.0000
	No-Op Rate:  0.1567
	Cycle Rate:  0.0750
	Backtrack Rate:  0.0000
	Unique Edges:  2.5000
	Redundancy:  0.0100
	Avg Segment Hops:  2.5300
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1108
	F1 Score:  0.1986
GT-Edge Overlap Metrics
	Recall:  0.2250
	Precision:  0.2500
	F1 Score:  0.2300
Node-Set Overlap Metrics
	Recall:  0.6633
	Precision:  0.7433
	F1 Score:  0.6917
Path Edit Distance Metrics:
	Overall Average:  2.2900
		2-Hop:  1.9730
		3-Hop:  2.4762
Relation-Set Overlap Metrics
	Recall:  0.4367
	Precision:  0.4817
	F1 Score:  0.4433
Relation Edit Distance Metrics:
	Overall Average:  1.9800
		2-Hop:  1.7027
		3-Hop:  2.1429

Score for iteration 3700
Answer Metrics
	Hits@1:  0.8000
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8983
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8649
		MRR:  0.9324
	3-Hop
		Hits@1:  0.7619
		MRR:  0.8783
Valid Action Count at Each Step
	Overall Average:  6.0906
		Step 1:  5.4200
		Step 2:  6.4610
		Step 3:  6.3908
Entropy Metrics
	Question Entropy:  1.0651
	Path Entropy:  3.1952
		Step 1:  1.5394
		Step 2:  1.4510
		Step 3:  0.2048
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1667
	Restart Rate:  0.0000
	No-Op Rate:  0.1667
	Cycle Rate:  0.0867
	Backtrack Rate:  0.0000
	Unique Edges:  2.4600
	Redundancy:  0.0133
	Avg Segment Hops:  2.5000
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1122
	F1 Score:  0.2009
GT-Edge Overlap Metrics
	Recall:  0.1983
	Precision:  0.2283
	F1 Score:  0.2053
Node-Set Overlap Metrics
	Recall:  0.6533
	Precision:  0.7417
	F1 Score:  0.6843
Path Edit Distance Metrics:
	Overall Average:  2.3600
		2-Hop:  2.1892
		3-Hop:  2.4603
Relation-Set Overlap Metrics
	Recall:  0.4250
	Precision:  0.4767
	F1 Score:  0.4313
Relation Edit Distance Metrics:
	Overall Average:  1.9800
		2-Hop:  1.8919
		3-Hop:  2.0317

Score for iteration 3800
Answer Metrics
	Hits@1:  0.8000
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8967
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8378
		MRR:  0.9189
	3-Hop
		Hits@1:  0.7778
		MRR:  0.8836
Valid Action Count at Each Step
	Overall Average:  6.1068
		Step 1:  5.4200
		Step 2:  6.4734
		Step 3:  6.4270
Entropy Metrics
	Question Entropy:  1.0736
	Path Entropy:  3.2208
		Step 1:  1.5505
		Step 2:  1.4847
		Step 3:  0.1857
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1600
	Restart Rate:  0.0000
	No-Op Rate:  0.1600
	Cycle Rate:  0.0817
	Backtrack Rate:  0.0000
	Unique Edges:  2.4900
	Redundancy:  0.0100
	Avg Segment Hops:  2.5200
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1110
	F1 Score:  0.1991
GT-Edge Overlap Metrics
	Recall:  0.2250
	Precision:  0.2650
	F1 Score:  0.2367
Node-Set Overlap Metrics
	Recall:  0.6600
	Precision:  0.7383
	F1 Score:  0.6895
Path Edit Distance Metrics:
	Overall Average:  2.2700
		2-Hop:  2.0541
		3-Hop:  2.3968
Relation-Set Overlap Metrics
	Recall:  0.4867
	Precision:  0.5333
	F1 Score:  0.4913
Relation Edit Distance Metrics:
	Overall Average:  1.8000
		2-Hop:  1.6486
		3-Hop:  1.8889

Score for iteration 3900
Answer Metrics
	Hits@1:  0.7700
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8783
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8378
		MRR:  0.9099
	3-Hop
		Hits@1:  0.7302
		MRR:  0.8598
Valid Action Count at Each Step
	Overall Average:  6.0886
		Step 1:  5.4200
		Step 2:  6.4665
		Step 3:  6.3794
Entropy Metrics
	Question Entropy:  1.0842
	Path Entropy:  3.2525
		Step 1:  1.5578
		Step 2:  1.4751
		Step 3:  0.2196
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1500
	Restart Rate:  0.0000
	No-Op Rate:  0.1500
	Cycle Rate:  0.0883
	Backtrack Rate:  0.0000
	Unique Edges:  2.5300
	Redundancy:  0.0067
	Avg Segment Hops:  2.5500
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1111
	F1 Score:  0.1993
GT-Edge Overlap Metrics
	Recall:  0.2417
	Precision:  0.2583
	F1 Score:  0.2427
Node-Set Overlap Metrics
	Recall:  0.6617
	Precision:  0.7333
	F1 Score:  0.6857
Path Edit Distance Metrics:
	Overall Average:  2.3000
		2-Hop:  2.0000
		3-Hop:  2.4762
Relation-Set Overlap Metrics
	Recall:  0.4667
	Precision:  0.4783
	F1 Score:  0.4573
Relation Edit Distance Metrics:
	Overall Average:  1.9900
		2-Hop:  1.7838
		3-Hop:  2.1111

Score for iteration 4000
Answer Metrics
	Hits@1:  0.7800
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8850
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8108
		MRR:  0.9009
	3-Hop
		Hits@1:  0.7619
		MRR:  0.8757
Valid Action Count at Each Step
	Overall Average:  6.1188
		Step 1:  5.4200
		Step 2:  6.4800
		Step 3:  6.4563
Entropy Metrics
	Question Entropy:  1.0717
	Path Entropy:  3.2150
		Step 1:  1.5693
		Step 2:  1.4788
		Step 3:  0.1669
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1833
	Restart Rate:  0.0000
	No-Op Rate:  0.1833
	Cycle Rate:  0.0617
	Backtrack Rate:  0.0000
	Unique Edges:  2.4300
	Redundancy:  0.0167
	Avg Segment Hops:  2.4500
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1088
	F1 Score:  0.1955
GT-Edge Overlap Metrics
	Recall:  0.2317
	Precision:  0.2617
	F1 Score:  0.2377
Node-Set Overlap Metrics
	Recall:  0.6550
	Precision:  0.7358
	F1 Score:  0.6810
Path Edit Distance Metrics:
	Overall Average:  2.2500
		2-Hop:  2.0541
		3-Hop:  2.3651
Relation-Set Overlap Metrics
	Recall:  0.4850
	Precision:  0.5283
	F1 Score:  0.4833
Relation Edit Distance Metrics:
	Overall Average:  1.8500
		2-Hop:  1.6486
		3-Hop:  1.9683

Score for iteration 4100
Answer Metrics
	Hits@1:  0.7900
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8900
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8378
		MRR:  0.9144
	3-Hop
		Hits@1:  0.7619
		MRR:  0.8757
Valid Action Count at Each Step
	Overall Average:  6.0871
		Step 1:  5.4200
		Step 2:  6.4622
		Step 3:  6.3790
Entropy Metrics
	Question Entropy:  1.0174
	Path Entropy:  3.0522
		Step 1:  1.5081
		Step 2:  1.3792
		Step 3:  0.1649
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1767
	Restart Rate:  0.0000
	No-Op Rate:  0.1767
	Cycle Rate:  0.0700
	Backtrack Rate:  0.0000
	Unique Edges:  2.4500
	Redundancy:  0.0167
	Avg Segment Hops:  2.4700
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1086
	F1 Score:  0.1954
GT-Edge Overlap Metrics
	Recall:  0.2450
	Precision:  0.2750
	F1 Score:  0.2500
Node-Set Overlap Metrics
	Recall:  0.6775
	Precision:  0.7583
	F1 Score:  0.7032
Path Edit Distance Metrics:
	Overall Average:  2.2600
		2-Hop:  1.9730
		3-Hop:  2.4286
Relation-Set Overlap Metrics
	Recall:  0.4750
	Precision:  0.5450
	F1 Score:  0.4867
Relation Edit Distance Metrics:
	Overall Average:  1.8800
		2-Hop:  1.6757
		3-Hop:  2.0000

Score for iteration 4200
Answer Metrics
	Hits@1:  0.8100
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9025
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8919
		MRR:  0.9459
	3-Hop
		Hits@1:  0.7619
		MRR:  0.8770
Valid Action Count at Each Step
	Overall Average:  6.0964
		Step 1:  5.4200
		Step 2:  6.4850
		Step 3:  6.3843
Entropy Metrics
	Question Entropy:  1.0631
	Path Entropy:  3.1892
		Step 1:  1.5527
		Step 2:  1.4438
		Step 3:  0.1927
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1567
	Restart Rate:  0.0000
	No-Op Rate:  0.1567
	Cycle Rate:  0.0967
	Backtrack Rate:  0.0000
	Unique Edges:  2.5000
	Redundancy:  0.0100
	Avg Segment Hops:  2.5300
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1112
	F1 Score:  0.1993
GT-Edge Overlap Metrics
	Recall:  0.2500
	Precision:  0.2850
	F1 Score:  0.2593
Node-Set Overlap Metrics
	Recall:  0.6750
	Precision:  0.7617
	F1 Score:  0.7074
Path Edit Distance Metrics:
	Overall Average:  2.2400
		2-Hop:  1.9189
		3-Hop:  2.4286
Relation-Set Overlap Metrics
	Recall:  0.4717
	Precision:  0.5250
	F1 Score:  0.4820
Relation Edit Distance Metrics:
	Overall Average:  1.8000
		2-Hop:  1.6216
		3-Hop:  1.9048

Score for iteration 4300
Answer Metrics
	Hits@1:  0.8100
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9025
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8649
		MRR:  0.9324
	3-Hop
		Hits@1:  0.7778
		MRR:  0.8849
Valid Action Count at Each Step
	Overall Average:  6.1118
		Step 1:  5.4200
		Step 2:  6.4950
		Step 3:  6.4203
Entropy Metrics
	Question Entropy:  1.0488
	Path Entropy:  3.1465
		Step 1:  1.5447
		Step 2:  1.4331
		Step 3:  0.1687
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1767
	Restart Rate:  0.0000
	No-Op Rate:  0.1767
	Cycle Rate:  0.0683
	Backtrack Rate:  0.0000
	Unique Edges:  2.4400
	Redundancy:  0.0100
	Avg Segment Hops:  2.4700
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1095
	F1 Score:  0.1966
GT-Edge Overlap Metrics
	Recall:  0.2500
	Precision:  0.2750
	F1 Score:  0.2547
Node-Set Overlap Metrics
	Recall:  0.6817
	Precision:  0.7575
	F1 Score:  0.7073
Path Edit Distance Metrics:
	Overall Average:  2.2000
		2-Hop:  1.8919
		3-Hop:  2.3810
Relation-Set Overlap Metrics
	Recall:  0.4917
	Precision:  0.5433
	F1 Score:  0.4987
Relation Edit Distance Metrics:
	Overall Average:  1.8400
		2-Hop:  1.5405
		3-Hop:  2.0159

Score for iteration 4400
Answer Metrics
	Hits@1:  0.8500
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9233
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9189
		MRR:  0.9595
	3-Hop
		Hits@1:  0.8095
		MRR:  0.9021
Valid Action Count at Each Step
	Overall Average:  6.1064
		Step 1:  5.4200
		Step 2:  6.4791
		Step 3:  6.4200
Entropy Metrics
	Question Entropy:  1.0833
	Path Entropy:  3.2498
		Step 1:  1.5780
		Step 2:  1.4724
		Step 3:  0.1994
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1533
	Restart Rate:  0.0000
	No-Op Rate:  0.1533
	Cycle Rate:  0.0817
	Backtrack Rate:  0.0000
	Unique Edges:  2.4900
	Redundancy:  0.0167
	Avg Segment Hops:  2.5400
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1130
	F1 Score:  0.2021
GT-Edge Overlap Metrics
	Recall:  0.2900
	Precision:  0.3167
	F1 Score:  0.2960
Node-Set Overlap Metrics
	Recall:  0.6967
	Precision:  0.7758
	F1 Score:  0.7250
Path Edit Distance Metrics:
	Overall Average:  2.1100
		2-Hop:  1.7838
		3-Hop:  2.3016
Relation-Set Overlap Metrics
	Recall:  0.4767
	Precision:  0.5233
	F1 Score:  0.4843
Relation Edit Distance Metrics:
	Overall Average:  1.7900
		2-Hop:  1.5676
		3-Hop:  1.9206

Score for iteration 4500
Answer Metrics
	Hits@1:  0.7900
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8917
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8649
		MRR:  0.9324
	3-Hop
		Hits@1:  0.7460
		MRR:  0.8677
Valid Action Count at Each Step
	Overall Average:  6.1022
		Step 1:  5.4200
		Step 2:  6.4738
		Step 3:  6.4129
Entropy Metrics
	Question Entropy:  1.0186
	Path Entropy:  3.0559
		Step 1:  1.5192
		Step 2:  1.3749
		Step 3:  0.1618
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1700
	Restart Rate:  0.0000
	No-Op Rate:  0.1700
	Cycle Rate:  0.0467
	Backtrack Rate:  0.0000
	Unique Edges:  2.4900
	Redundancy:  0.0000
	Avg Segment Hops:  2.4900
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1090
	F1 Score:  0.1959
GT-Edge Overlap Metrics
	Recall:  0.2483
	Precision:  0.2667
	F1 Score:  0.2493
Node-Set Overlap Metrics
	Recall:  0.6833
	Precision:  0.7367
	F1 Score:  0.6979
Path Edit Distance Metrics:
	Overall Average:  2.2300
		2-Hop:  1.9189
		3-Hop:  2.4127
Relation-Set Overlap Metrics
	Recall:  0.4800
	Precision:  0.5417
	F1 Score:  0.4873
Relation Edit Distance Metrics:
	Overall Average:  1.8700
		2-Hop:  1.5946
		3-Hop:  2.0317

Score for iteration 4600
Answer Metrics
	Hits@1:  0.8100
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8958
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8919
		MRR:  0.9459
	3-Hop
		Hits@1:  0.7619
		MRR:  0.8664
Valid Action Count at Each Step
	Overall Average:  6.0991
		Step 1:  5.4200
		Step 2:  6.4934
		Step 3:  6.3839
Entropy Metrics
	Question Entropy:  1.0919
	Path Entropy:  3.2756
		Step 1:  1.5789
		Step 2:  1.4666
		Step 3:  0.2301
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.2033
	Restart Rate:  0.0000
	No-Op Rate:  0.2033
	Cycle Rate:  0.0717
	Backtrack Rate:  0.0000
	Unique Edges:  2.3600
	Redundancy:  0.0100
	Avg Segment Hops:  2.3900
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1084
	F1 Score:  0.1950
GT-Edge Overlap Metrics
	Recall:  0.3000
	Precision:  0.3533
	F1 Score:  0.3147
Node-Set Overlap Metrics
	Recall:  0.6842
	Precision:  0.7850
	F1 Score:  0.7216
Path Edit Distance Metrics:
	Overall Average:  2.0700
		2-Hop:  1.7027
		3-Hop:  2.2857
Relation-Set Overlap Metrics
	Recall:  0.5050
	Precision:  0.5583
	F1 Score:  0.5147
Relation Edit Distance Metrics:
	Overall Average:  1.6800
		2-Hop:  1.4595
		3-Hop:  1.8095

Score for iteration 4700
Answer Metrics
	Hits@1:  0.8000
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8950
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8919
		MRR:  0.9459
	3-Hop
		Hits@1:  0.7460
		MRR:  0.8651
Valid Action Count at Each Step
	Overall Average:  6.0944
		Step 1:  5.4200
		Step 2:  6.4928
		Step 3:  6.3705
Entropy Metrics
	Question Entropy:  1.0670
	Path Entropy:  3.2009
		Step 1:  1.5545
		Step 2:  1.4286
		Step 3:  0.2179
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1867
	Restart Rate:  0.0000
	No-Op Rate:  0.1867
	Cycle Rate:  0.0617
	Backtrack Rate:  0.0000
	Unique Edges:  2.4200
	Redundancy:  0.0067
	Avg Segment Hops:  2.4400
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1102
	F1 Score:  0.1977
GT-Edge Overlap Metrics
	Recall:  0.2700
	Precision:  0.3083
	F1 Score:  0.2790
Node-Set Overlap Metrics
	Recall:  0.6800
	Precision:  0.7617
	F1 Score:  0.7092
Path Edit Distance Metrics:
	Overall Average:  2.1700
		2-Hop:  1.7297
		3-Hop:  2.4286
Relation-Set Overlap Metrics
	Recall:  0.4767
	Precision:  0.5283
	F1 Score:  0.4830
Relation Edit Distance Metrics:
	Overall Average:  1.8200
		2-Hop:  1.5405
		3-Hop:  1.9841

Score for iteration 4800
Answer Metrics
	Hits@1:  0.8400
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9183
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9189
		MRR:  0.9595
	3-Hop
		Hits@1:  0.7937
		MRR:  0.8942
Valid Action Count at Each Step
	Overall Average:  6.0918
		Step 1:  5.4200
		Step 2:  6.4813
		Step 3:  6.3740
Entropy Metrics
	Question Entropy:  0.9852
	Path Entropy:  2.9555
		Step 1:  1.4938
		Step 2:  1.3281
		Step 3:  0.1335
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1333
	Restart Rate:  0.0000
	No-Op Rate:  0.1333
	Cycle Rate:  0.0783
	Backtrack Rate:  0.0000
	Unique Edges:  2.5700
	Redundancy:  0.0100
	Avg Segment Hops:  2.6000
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1094
	F1 Score:  0.1964
GT-Edge Overlap Metrics
	Recall:  0.2500
	Precision:  0.2717
	F1 Score:  0.2513
Node-Set Overlap Metrics
	Recall:  0.6967
	Precision:  0.7533
	F1 Score:  0.7134
Path Edit Distance Metrics:
	Overall Average:  2.2700
		2-Hop:  2.1622
		3-Hop:  2.3333
Relation-Set Overlap Metrics
	Recall:  0.4417
	Precision:  0.4850
	F1 Score:  0.4437
Relation Edit Distance Metrics:
	Overall Average:  1.9500
		2-Hop:  1.8649
		3-Hop:  2.0000

Score for iteration 4900
Answer Metrics
	Hits@1:  0.7900
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.8892
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8919
		MRR:  0.9459
	3-Hop
		Hits@1:  0.7302
		MRR:  0.8558
Valid Action Count at Each Step
	Overall Average:  6.1047
		Step 1:  5.4200
		Step 2:  6.4821
		Step 3:  6.4120
Entropy Metrics
	Question Entropy:  1.0218
	Path Entropy:  3.0654
		Step 1:  1.5186
		Step 2:  1.3861
		Step 3:  0.1607
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1800
	Restart Rate:  0.0000
	No-Op Rate:  0.1800
	Cycle Rate:  0.0750
	Backtrack Rate:  0.0000
	Unique Edges:  2.4400
	Redundancy:  0.0067
	Avg Segment Hops:  2.4600
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1103
	F1 Score:  0.1979
GT-Edge Overlap Metrics
	Recall:  0.2650
	Precision:  0.3100
	F1 Score:  0.2760
Node-Set Overlap Metrics
	Recall:  0.6825
	Precision:  0.7675
	F1 Score:  0.7128
Path Edit Distance Metrics:
	Overall Average:  2.1800
		2-Hop:  1.9189
		3-Hop:  2.3333
Relation-Set Overlap Metrics
	Recall:  0.4683
	Precision:  0.5250
	F1 Score:  0.4797
Relation Edit Distance Metrics:
	Overall Average:  1.8200
		2-Hop:  1.7027
		3-Hop:  1.8889

Score for iteration 5000
Answer Metrics
	Hits@1:  0.8400
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9158
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.7778
		MRR:  0.8823
Valid Action Count at Each Step
	Overall Average:  6.0913
		Step 1:  5.4200
		Step 2:  6.4753
		Step 3:  6.3786
Entropy Metrics
	Question Entropy:  1.0170
	Path Entropy:  3.0510
		Step 1:  1.5071
		Step 2:  1.3652
		Step 3:  0.1787
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1700
	Restart Rate:  0.0000
	No-Op Rate:  0.1700
	Cycle Rate:  0.0633
	Backtrack Rate:  0.0000
	Unique Edges:  2.4700
	Redundancy:  0.0067
	Avg Segment Hops:  2.4900
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1106
	F1 Score:  0.1983
GT-Edge Overlap Metrics
	Recall:  0.3067
	Precision:  0.3433
	F1 Score:  0.3150
Node-Set Overlap Metrics
	Recall:  0.7050
	Precision:  0.7775
	F1 Score:  0.7300
Path Edit Distance Metrics:
	Overall Average:  2.0900
		2-Hop:  1.7297
		3-Hop:  2.3016
Relation-Set Overlap Metrics
	Recall:  0.4700
	Precision:  0.5283
	F1 Score:  0.4813
Relation Edit Distance Metrics:
	Overall Average:  1.7900
		2-Hop:  1.4595
		3-Hop:  1.9841

Score for iteration 5100
Answer Metrics
	Hits@1:  0.8500
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9208
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9189
		MRR:  0.9595
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8981
Valid Action Count at Each Step
	Overall Average:  6.1019
		Step 1:  5.4200
		Step 2:  6.4747
		Step 3:  6.4110
Entropy Metrics
	Question Entropy:  1.0110
	Path Entropy:  3.0330
		Step 1:  1.5191
		Step 2:  1.3649
		Step 3:  0.1491
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1567
	Restart Rate:  0.0000
	No-Op Rate:  0.1567
	Cycle Rate:  0.0700
	Backtrack Rate:  0.0000
	Unique Edges:  2.5100
	Redundancy:  0.0067
	Avg Segment Hops:  2.5300
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1109
	F1 Score:  0.1989
GT-Edge Overlap Metrics
	Recall:  0.2617
	Precision:  0.2983
	F1 Score:  0.2697
Node-Set Overlap Metrics
	Recall:  0.6950
	Precision:  0.7633
	F1 Score:  0.7181
Path Edit Distance Metrics:
	Overall Average:  2.2200
		2-Hop:  1.9189
		3-Hop:  2.3968
Relation-Set Overlap Metrics
	Recall:  0.4850
	Precision:  0.5167
	F1 Score:  0.4830
Relation Edit Distance Metrics:
	Overall Average:  1.8500
		2-Hop:  1.5946
		3-Hop:  2.0000

Score for iteration 5200
Answer Metrics
	Hits@1:  0.8400
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9200
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9189
		MRR:  0.9595
	3-Hop
		Hits@1:  0.7937
		MRR:  0.8968
Valid Action Count at Each Step
	Overall Average:  6.1036
		Step 1:  5.4200
		Step 2:  6.4766
		Step 3:  6.4141
Entropy Metrics
	Question Entropy:  1.0020
	Path Entropy:  3.0060
		Step 1:  1.5218
		Step 2:  1.3353
		Step 3:  0.1489
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1600
	Restart Rate:  0.0000
	No-Op Rate:  0.1600
	Cycle Rate:  0.0700
	Backtrack Rate:  0.0000
	Unique Edges:  2.5000
	Redundancy:  0.0067
	Avg Segment Hops:  2.5200
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1101
	F1 Score:  0.1975
GT-Edge Overlap Metrics
	Recall:  0.2650
	Precision:  0.2967
	F1 Score:  0.2717
Node-Set Overlap Metrics
	Recall:  0.6917
	Precision:  0.7617
	F1 Score:  0.7151
Path Edit Distance Metrics:
	Overall Average:  2.2000
		2-Hop:  1.8919
		3-Hop:  2.3810
Relation-Set Overlap Metrics
	Recall:  0.4700
	Precision:  0.5100
	F1 Score:  0.4687
Relation Edit Distance Metrics:
	Overall Average:  1.8400
		2-Hop:  1.5135
		3-Hop:  2.0317

Score for iteration 5300
Answer Metrics
	Hits@1:  0.8800
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9400
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.8413
		MRR:  0.9206
Valid Action Count at Each Step
	Overall Average:  6.1171
		Step 1:  5.4200
		Step 2:  6.4775
		Step 3:  6.4537
Entropy Metrics
	Question Entropy:  0.9832
	Path Entropy:  2.9495
		Step 1:  1.4977
		Step 2:  1.3293
		Step 3:  0.1226
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1400
	Restart Rate:  0.0000
	No-Op Rate:  0.1400
	Cycle Rate:  0.0800
	Backtrack Rate:  0.0000
	Unique Edges:  2.5400
	Redundancy:  0.0133
	Avg Segment Hops:  2.5800
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1093
	F1 Score:  0.1961
GT-Edge Overlap Metrics
	Recall:  0.2833
	Precision:  0.3000
	F1 Score:  0.2857
Node-Set Overlap Metrics
	Recall:  0.7092
	Precision:  0.7758
	F1 Score:  0.7321
Path Edit Distance Metrics:
	Overall Average:  2.1600
		2-Hop:  1.8108
		3-Hop:  2.3651
Relation-Set Overlap Metrics
	Recall:  0.4617
	Precision:  0.4883
	F1 Score:  0.4590
Relation Edit Distance Metrics:
	Overall Average:  1.8500
		2-Hop:  1.4865
		3-Hop:  2.0635

Score for iteration 5400
Answer Metrics
	Hits@1:  0.8900
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9408
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.8571
		MRR:  0.9220
Valid Action Count at Each Step
	Overall Average:  6.0967
		Step 1:  5.4200
		Step 2:  6.4491
		Step 3:  6.4211
Entropy Metrics
	Question Entropy:  0.9575
	Path Entropy:  2.8726
		Step 1:  1.4573
		Step 2:  1.2587
		Step 3:  0.1567
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1500
	Restart Rate:  0.0000
	No-Op Rate:  0.1500
	Cycle Rate:  0.0767
	Backtrack Rate:  0.0000
	Unique Edges:  2.5100
	Redundancy:  0.0133
	Avg Segment Hops:  2.5500
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1093
	F1 Score:  0.1964
GT-Edge Overlap Metrics
	Recall:  0.2967
	Precision:  0.3217
	F1 Score:  0.3023
Node-Set Overlap Metrics
	Recall:  0.7267
	Precision:  0.7983
	F1 Score:  0.7527
Path Edit Distance Metrics:
	Overall Average:  2.1200
		2-Hop:  1.8108
		3-Hop:  2.3016
Relation-Set Overlap Metrics
	Recall:  0.4867
	Precision:  0.5217
	F1 Score:  0.4887
Relation Edit Distance Metrics:
	Overall Average:  1.8100
		2-Hop:  1.5676
		3-Hop:  1.9524

Score for iteration 5500
Answer Metrics
	Hits@1:  0.8800
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9292
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9685
	3-Hop
		Hits@1:  0.8413
		MRR:  0.9061
Valid Action Count at Each Step
	Overall Average:  6.1185
		Step 1:  5.4200
		Step 2:  6.4803
		Step 3:  6.4552
Entropy Metrics
	Question Entropy:  1.0167
	Path Entropy:  3.0502
		Step 1:  1.5460
		Step 2:  1.3493
		Step 3:  0.1550
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1433
	Restart Rate:  0.0000
	No-Op Rate:  0.1433
	Cycle Rate:  0.0600
	Backtrack Rate:  0.0000
	Unique Edges:  2.5500
	Redundancy:  0.0067
	Avg Segment Hops:  2.5700
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1094
	F1 Score:  0.1965
GT-Edge Overlap Metrics
	Recall:  0.3300
	Precision:  0.3500
	F1 Score:  0.3330
Node-Set Overlap Metrics
	Recall:  0.7300
	Precision:  0.7808
	F1 Score:  0.7464
Path Edit Distance Metrics:
	Overall Average:  2.0500
		2-Hop:  1.6486
		3-Hop:  2.2857
Relation-Set Overlap Metrics
	Recall:  0.5000
	Precision:  0.5450
	F1 Score:  0.5090
Relation Edit Distance Metrics:
	Overall Average:  1.7400
		2-Hop:  1.4595
		3-Hop:  1.9048

Score for iteration 5600
Answer Metrics
	Hits@1:  0.8600
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9233
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.8095
		MRR:  0.8942
Valid Action Count at Each Step
	Overall Average:  6.1111
		Step 1:  5.4200
		Step 2:  6.4917
		Step 3:  6.4216
Entropy Metrics
	Question Entropy:  0.9865
	Path Entropy:  2.9596
		Step 1:  1.4922
		Step 2:  1.3175
		Step 3:  0.1499
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1300
	Restart Rate:  0.0000
	No-Op Rate:  0.1300
	Cycle Rate:  0.0700
	Backtrack Rate:  0.0000
	Unique Edges:  2.5700
	Redundancy:  0.0133
	Avg Segment Hops:  2.6100
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1108
	F1 Score:  0.1988
GT-Edge Overlap Metrics
	Recall:  0.2917
	Precision:  0.3017
	F1 Score:  0.2903
Node-Set Overlap Metrics
	Recall:  0.7083
	Precision:  0.7583
	F1 Score:  0.7234
Path Edit Distance Metrics:
	Overall Average:  2.1500
		2-Hop:  1.8108
		3-Hop:  2.3492
Relation-Set Overlap Metrics
	Recall:  0.4600
	Precision:  0.4883
	F1 Score:  0.4570
Relation Edit Distance Metrics:
	Overall Average:  1.8500
		2-Hop:  1.5135
		3-Hop:  2.0476

Score for iteration 5700
Answer Metrics
	Hits@1:  0.8700
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9300
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9189
		MRR:  0.9595
	3-Hop
		Hits@1:  0.8413
		MRR:  0.9127
Valid Action Count at Each Step
	Overall Average:  6.1154
		Step 1:  5.4200
		Step 2:  6.4959
		Step 3:  6.4302
Entropy Metrics
	Question Entropy:  0.9535
	Path Entropy:  2.8606
		Step 1:  1.4650
		Step 2:  1.2766
		Step 3:  0.1191
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1700
	Restart Rate:  0.0000
	No-Op Rate:  0.1700
	Cycle Rate:  0.0700
	Backtrack Rate:  0.0000
	Unique Edges:  2.4500
	Redundancy:  0.0133
	Avg Segment Hops:  2.4900
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1102
	F1 Score:  0.1976
GT-Edge Overlap Metrics
	Recall:  0.2900
	Precision:  0.3133
	F1 Score:  0.2967
Node-Set Overlap Metrics
	Recall:  0.7067
	Precision:  0.7875
	F1 Score:  0.7357
Path Edit Distance Metrics:
	Overall Average:  2.1000
		2-Hop:  1.7838
		3-Hop:  2.2857
Relation-Set Overlap Metrics
	Recall:  0.4600
	Precision:  0.5133
	F1 Score:  0.4717
Relation Edit Distance Metrics:
	Overall Average:  1.7900
		2-Hop:  1.5135
		3-Hop:  1.9524

Score for iteration 5800
Answer Metrics
	Hits@1:  0.9000
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9458
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.8730
		MRR:  0.9299
Valid Action Count at Each Step
	Overall Average:  6.1088
		Step 1:  5.4200
		Step 2:  6.4839
		Step 3:  6.4225
Entropy Metrics
	Question Entropy:  0.9294
	Path Entropy:  2.7882
		Step 1:  1.4220
		Step 2:  1.2403
		Step 3:  0.1259
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1667
	Restart Rate:  0.0000
	No-Op Rate:  0.1667
	Cycle Rate:  0.0733
	Backtrack Rate:  0.0000
	Unique Edges:  2.4400
	Redundancy:  0.0200
	Avg Segment Hops:  2.5000
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1103
	F1 Score:  0.1979
GT-Edge Overlap Metrics
	Recall:  0.3117
	Precision:  0.3333
	F1 Score:  0.3173
Node-Set Overlap Metrics
	Recall:  0.7300
	Precision:  0.8108
	F1 Score:  0.7588
Path Edit Distance Metrics:
	Overall Average:  2.0600
		2-Hop:  1.6486
		3-Hop:  2.3016
Relation-Set Overlap Metrics
	Recall:  0.4600
	Precision:  0.5117
	F1 Score:  0.4707
Relation Edit Distance Metrics:
	Overall Average:  1.7700
		2-Hop:  1.4865
		3-Hop:  1.9365

Score for iteration 5900
Answer Metrics
	Hits@1:  0.8900
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9433
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9189
		MRR:  0.9595
	3-Hop
		Hits@1:  0.8730
		MRR:  0.9339
Valid Action Count at Each Step
	Overall Average:  6.1280
		Step 1:  5.4200
		Step 2:  6.5113
		Step 3:  6.4527
Entropy Metrics
	Question Entropy:  0.9452
	Path Entropy:  2.8357
		Step 1:  1.4700
		Step 2:  1.2671
		Step 3:  0.0986
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1333
	Restart Rate:  0.0000
	No-Op Rate:  0.1333
	Cycle Rate:  0.0700
	Backtrack Rate:  0.0000
	Unique Edges:  2.5700
	Redundancy:  0.0100
	Avg Segment Hops:  2.6000
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1099
	F1 Score:  0.1971
GT-Edge Overlap Metrics
	Recall:  0.2717
	Precision:  0.2833
	F1 Score:  0.2727
Node-Set Overlap Metrics
	Recall:  0.7133
	Precision:  0.7667
	F1 Score:  0.7314
Path Edit Distance Metrics:
	Overall Average:  2.1900
		2-Hop:  1.8378
		3-Hop:  2.3968
Relation-Set Overlap Metrics
	Recall:  0.4717
	Precision:  0.4900
	F1 Score:  0.4693
Relation Edit Distance Metrics:
	Overall Average:  1.8600
		2-Hop:  1.5405
		3-Hop:  2.0476

Score for iteration 6000
Answer Metrics
	Hits@1:  0.9100
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9550
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.8889
		MRR:  0.9444
Valid Action Count at Each Step
	Overall Average:  6.1287
		Step 1:  5.4200
		Step 2:  6.5057
		Step 3:  6.4603
Entropy Metrics
	Question Entropy:  0.9308
	Path Entropy:  2.7924
		Step 1:  1.4582
		Step 2:  1.2260
		Step 3:  0.1081
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1367
	Restart Rate:  0.0000
	No-Op Rate:  0.1367
	Cycle Rate:  0.0933
	Backtrack Rate:  0.0000
	Unique Edges:  2.5400
	Redundancy:  0.0167
	Avg Segment Hops:  2.5900
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1118
	F1 Score:  0.2001
GT-Edge Overlap Metrics
	Recall:  0.2800
	Precision:  0.2900
	F1 Score:  0.2813
Node-Set Overlap Metrics
	Recall:  0.7067
	Precision:  0.7750
	F1 Score:  0.7308
Path Edit Distance Metrics:
	Overall Average:  2.1700
		2-Hop:  1.7297
		3-Hop:  2.4286
Relation-Set Overlap Metrics
	Recall:  0.4500
	Precision:  0.4850
	F1 Score:  0.4510
Relation Edit Distance Metrics:
	Overall Average:  1.8600
		2-Hop:  1.4595
		3-Hop:  2.0952

Score for iteration 6100
Answer Metrics
	Hits@1:  0.9000
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9500
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9730
		MRR:  0.9865
	3-Hop
		Hits@1:  0.8571
		MRR:  0.9286
Valid Action Count at Each Step
	Overall Average:  6.1199
		Step 1:  5.4200
		Step 2:  6.4885
		Step 3:  6.4513
Entropy Metrics
	Question Entropy:  0.9364
	Path Entropy:  2.8093
		Step 1:  1.4387
		Step 2:  1.2402
		Step 3:  0.1303
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1333
	Restart Rate:  0.0000
	No-Op Rate:  0.1333
	Cycle Rate:  0.0867
	Backtrack Rate:  0.0000
	Unique Edges:  2.5500
	Redundancy:  0.0167
	Avg Segment Hops:  2.6000
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1115
	F1 Score:  0.1996
GT-Edge Overlap Metrics
	Recall:  0.2733
	Precision:  0.2817
	F1 Score:  0.2733
Node-Set Overlap Metrics
	Recall:  0.7100
	Precision:  0.7742
	F1 Score:  0.7315
Path Edit Distance Metrics:
	Overall Average:  2.2000
		2-Hop:  1.8378
		3-Hop:  2.4127
Relation-Set Overlap Metrics
	Recall:  0.4450
	Precision:  0.4600
	F1 Score:  0.4373
Relation Edit Distance Metrics:
	Overall Average:  1.9200
		2-Hop:  1.6216
		3-Hop:  2.0952

Score for iteration 6200
Answer Metrics
	Hits@1:  0.8900
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9417
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.8571
		MRR:  0.9233
Valid Action Count at Each Step
	Overall Average:  6.1288
		Step 1:  5.4200
		Step 2:  6.5089
		Step 3:  6.4575
Entropy Metrics
	Question Entropy:  0.9396
	Path Entropy:  2.8187
		Step 1:  1.4441
		Step 2:  1.2484
		Step 3:  0.1261
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1733
	Restart Rate:  0.0000
	No-Op Rate:  0.1733
	Cycle Rate:  0.0800
	Backtrack Rate:  0.0000
	Unique Edges:  2.4400
	Redundancy:  0.0133
	Avg Segment Hops:  2.4800
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1105
	F1 Score:  0.1979
GT-Edge Overlap Metrics
	Recall:  0.3000
	Precision:  0.3217
	F1 Score:  0.3060
Node-Set Overlap Metrics
	Recall:  0.7150
	Precision:  0.8067
	F1 Score:  0.7493
Path Edit Distance Metrics:
	Overall Average:  2.1100
		2-Hop:  1.6486
		3-Hop:  2.3810
Relation-Set Overlap Metrics
	Recall:  0.4717
	Precision:  0.5150
	F1 Score:  0.4817
Relation Edit Distance Metrics:
	Overall Average:  1.7700
		2-Hop:  1.4595
		3-Hop:  1.9524

Score for iteration 6300
Answer Metrics
	Hits@1:  0.9000
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9483
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.8730
		MRR:  0.9339
Valid Action Count at Each Step
	Overall Average:  6.1142
		Step 1:  5.4200
		Step 2:  6.4857
		Step 3:  6.4369
Entropy Metrics
	Question Entropy:  0.8955
	Path Entropy:  2.6866
		Step 1:  1.4011
		Step 2:  1.1828
		Step 3:  0.1028
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1267
	Restart Rate:  0.0000
	No-Op Rate:  0.1267
	Cycle Rate:  0.0767
	Backtrack Rate:  0.0000
	Unique Edges:  2.5800
	Redundancy:  0.0133
	Avg Segment Hops:  2.6200
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1098
	F1 Score:  0.1969
GT-Edge Overlap Metrics
	Recall:  0.2550
	Precision:  0.2683
	F1 Score:  0.2573
Node-Set Overlap Metrics
	Recall:  0.7142
	Precision:  0.7700
	F1 Score:  0.7330
Path Edit Distance Metrics:
	Overall Average:  2.2500
		2-Hop:  2.0270
		3-Hop:  2.3810
Relation-Set Overlap Metrics
	Recall:  0.4450
	Precision:  0.4683
	F1 Score:  0.4447
Relation Edit Distance Metrics:
	Overall Average:  1.9700
		2-Hop:  1.8919
		3-Hop:  2.0159

Score for iteration 6400
Answer Metrics
	Hits@1:  0.9400
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9700
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9730
		MRR:  0.9865
	3-Hop
		Hits@1:  0.9206
		MRR:  0.9603
Valid Action Count at Each Step
	Overall Average:  6.1106
		Step 1:  5.4200
		Step 2:  6.4970
		Step 3:  6.4148
Entropy Metrics
	Question Entropy:  0.9156
	Path Entropy:  2.7468
		Step 1:  1.4114
		Step 2:  1.2068
		Step 3:  0.1286
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1467
	Restart Rate:  0.0000
	No-Op Rate:  0.1467
	Cycle Rate:  0.0767
	Backtrack Rate:  0.0000
	Unique Edges:  2.5200
	Redundancy:  0.0133
	Avg Segment Hops:  2.5600
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1113
	F1 Score:  0.1993
GT-Edge Overlap Metrics
	Recall:  0.3500
	Precision:  0.3700
	F1 Score:  0.3547
Node-Set Overlap Metrics
	Recall:  0.7550
	Precision:  0.8225
	F1 Score:  0.7795
Path Edit Distance Metrics:
	Overall Average:  1.9700
		2-Hop:  1.5946
		3-Hop:  2.1905
Relation-Set Overlap Metrics
	Recall:  0.5117
	Precision:  0.5467
	F1 Score:  0.5187
Relation Edit Distance Metrics:
	Overall Average:  1.6300
		2-Hop:  1.4324
		3-Hop:  1.7460

Score for iteration 6500
Answer Metrics
	Hits@1:  0.9200
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9583
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9730
		MRR:  0.9865
	3-Hop
		Hits@1:  0.8889
		MRR:  0.9418
Valid Action Count at Each Step
	Overall Average:  6.1065
		Step 1:  5.4200
		Step 2:  6.4920
		Step 3:  6.4074
Entropy Metrics
	Question Entropy:  0.8745
	Path Entropy:  2.6235
		Step 1:  1.3498
		Step 2:  1.1789
		Step 3:  0.0948
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1333
	Restart Rate:  0.0000
	No-Op Rate:  0.1333
	Cycle Rate:  0.0733
	Backtrack Rate:  0.0000
	Unique Edges:  2.5700
	Redundancy:  0.0100
	Avg Segment Hops:  2.6000
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1090
	F1 Score:  0.1957
GT-Edge Overlap Metrics
	Recall:  0.3083
	Precision:  0.3217
	F1 Score:  0.3093
Node-Set Overlap Metrics
	Recall:  0.7408
	Precision:  0.7958
	F1 Score:  0.7594
Path Edit Distance Metrics:
	Overall Average:  2.1300
		2-Hop:  1.7297
		3-Hop:  2.3651
Relation-Set Overlap Metrics
	Recall:  0.4817
	Precision:  0.5083
	F1 Score:  0.4810
Relation Edit Distance Metrics:
	Overall Average:  1.8300
		2-Hop:  1.4865
		3-Hop:  2.0317

Score for iteration 6600
Answer Metrics
	Hits@1:  0.9200
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9583
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9730
		MRR:  0.9865
	3-Hop
		Hits@1:  0.8889
		MRR:  0.9418
Valid Action Count at Each Step
	Overall Average:  6.1359
		Step 1:  5.4200
		Step 2:  6.5110
		Step 3:  6.4767
Entropy Metrics
	Question Entropy:  0.8698
	Path Entropy:  2.6094
		Step 1:  1.3538
		Step 2:  1.1682
		Step 3:  0.0875
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1267
	Restart Rate:  0.0000
	No-Op Rate:  0.1267
	Cycle Rate:  0.0667
	Backtrack Rate:  0.0000
	Unique Edges:  2.5900
	Redundancy:  0.0100
	Avg Segment Hops:  2.6200
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1076
	F1 Score:  0.1935
GT-Edge Overlap Metrics
	Recall:  0.2983
	Precision:  0.3083
	F1 Score:  0.2973
Node-Set Overlap Metrics
	Recall:  0.7425
	Precision:  0.7900
	F1 Score:  0.7565
Path Edit Distance Metrics:
	Overall Average:  2.1500
		2-Hop:  1.8649
		3-Hop:  2.3175
Relation-Set Overlap Metrics
	Recall:  0.4767
	Precision:  0.5100
	F1 Score:  0.4780
Relation Edit Distance Metrics:
	Overall Average:  1.8700
		2-Hop:  1.7027
		3-Hop:  1.9683

Score for iteration 6700
Answer Metrics
	Hits@1:  0.9200
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9583
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.9048
		MRR:  0.9497
Valid Action Count at Each Step
	Overall Average:  6.1048
		Step 1:  5.4200
		Step 2:  6.4907
		Step 3:  6.4038
Entropy Metrics
	Question Entropy:  0.8760
	Path Entropy:  2.6281
		Step 1:  1.3615
		Step 2:  1.1877
		Step 3:  0.0789
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1500
	Restart Rate:  0.0000
	No-Op Rate:  0.1500
	Cycle Rate:  0.0900
	Backtrack Rate:  0.0000
	Unique Edges:  2.5000
	Redundancy:  0.0167
	Avg Segment Hops:  2.5500
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1095
	F1 Score:  0.1964
GT-Edge Overlap Metrics
	Recall:  0.2967
	Precision:  0.3217
	F1 Score:  0.3033
Node-Set Overlap Metrics
	Recall:  0.7333
	Precision:  0.8183
	F1 Score:  0.7648
Path Edit Distance Metrics:
	Overall Average:  2.1100
		2-Hop:  1.8649
		3-Hop:  2.2540
Relation-Set Overlap Metrics
	Recall:  0.4783
	Precision:  0.5317
	F1 Score:  0.4893
Relation Edit Distance Metrics:
	Overall Average:  1.7000
		2-Hop:  1.5405
		3-Hop:  1.7937

Score for iteration 6800
Answer Metrics
	Hits@1:  0.9300
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9617
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.9206
		MRR:  0.9550
Valid Action Count at Each Step
	Overall Average:  6.0967
		Step 1:  5.4200
		Step 2:  6.4729
		Step 3:  6.3972
Entropy Metrics
	Question Entropy:  0.8686
	Path Entropy:  2.6059
		Step 1:  1.3409
		Step 2:  1.1558
		Step 3:  0.1093
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1567
	Restart Rate:  0.0000
	No-Op Rate:  0.1567
	Cycle Rate:  0.0967
	Backtrack Rate:  0.0000
	Unique Edges:  2.4700
	Redundancy:  0.0200
	Avg Segment Hops:  2.5300
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1113
	F1 Score:  0.1993
GT-Edge Overlap Metrics
	Recall:  0.3000
	Precision:  0.3317
	F1 Score:  0.3093
Node-Set Overlap Metrics
	Recall:  0.7383
	Precision:  0.8367
	F1 Score:  0.7749
Path Edit Distance Metrics:
	Overall Average:  2.1000
		2-Hop:  1.8649
		3-Hop:  2.2381
Relation-Set Overlap Metrics
	Recall:  0.4850
	Precision:  0.5417
	F1 Score:  0.4950
Relation Edit Distance Metrics:
	Overall Average:  1.6900
		2-Hop:  1.5135
		3-Hop:  1.7937

Score for iteration 6900
Answer Metrics
	Hits@1:  0.9400
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9667
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.9365
		MRR:  0.9630
Valid Action Count at Each Step
	Overall Average:  6.1182
		Step 1:  5.4200
		Step 2:  6.4872
		Step 3:  6.4475
Entropy Metrics
	Question Entropy:  0.8578
	Path Entropy:  2.5733
		Step 1:  1.3260
		Step 2:  1.1661
		Step 3:  0.0812
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1267
	Restart Rate:  0.0000
	No-Op Rate:  0.1267
	Cycle Rate:  0.0800
	Backtrack Rate:  0.0000
	Unique Edges:  2.5600
	Redundancy:  0.0200
	Avg Segment Hops:  2.6200
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1072
	F1 Score:  0.1929
GT-Edge Overlap Metrics
	Recall:  0.3183
	Precision:  0.3333
	F1 Score:  0.3207
Node-Set Overlap Metrics
	Recall:  0.7525
	Precision:  0.8158
	F1 Score:  0.7738
Path Edit Distance Metrics:
	Overall Average:  2.0700
		2-Hop:  1.8108
		3-Hop:  2.2222
Relation-Set Overlap Metrics
	Recall:  0.4517
	Precision:  0.4967
	F1 Score:  0.4613
Relation Edit Distance Metrics:
	Overall Average:  1.8300
		2-Hop:  1.6757
		3-Hop:  1.9206

Score for iteration 7000
Answer Metrics
	Hits@1:  0.9000
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9467
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9189
		MRR:  0.9550
	3-Hop
		Hits@1:  0.8889
		MRR:  0.9418
Valid Action Count at Each Step
	Overall Average:  6.1242
		Step 1:  5.4200
		Step 2:  6.4871
		Step 3:  6.4656
Entropy Metrics
	Question Entropy:  0.8720
	Path Entropy:  2.6159
		Step 1:  1.3525
		Step 2:  1.1619
		Step 3:  0.1016
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1533
	Restart Rate:  0.0000
	No-Op Rate:  0.1533
	Cycle Rate:  0.0767
	Backtrack Rate:  0.0000
	Unique Edges:  2.5000
	Redundancy:  0.0133
	Avg Segment Hops:  2.5400
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1071
	F1 Score:  0.1927
GT-Edge Overlap Metrics
	Recall:  0.3083
	Precision:  0.3383
	F1 Score:  0.3173
Node-Set Overlap Metrics
	Recall:  0.7258
	Precision:  0.8025
	F1 Score:  0.7540
Path Edit Distance Metrics:
	Overall Average:  2.1000
		2-Hop:  1.8108
		3-Hop:  2.2698
Relation-Set Overlap Metrics
	Recall:  0.4700
	Precision:  0.5017
	F1 Score:  0.4747
Relation Edit Distance Metrics:
	Overall Average:  1.7900
		2-Hop:  1.5946
		3-Hop:  1.9048

Score for iteration 7100
Answer Metrics
	Hits@1:  0.9400
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9700
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9730
		MRR:  0.9865
	3-Hop
		Hits@1:  0.9206
		MRR:  0.9603
Valid Action Count at Each Step
	Overall Average:  6.1174
		Step 1:  5.4200
		Step 2:  6.4940
		Step 3:  6.4383
Entropy Metrics
	Question Entropy:  0.8482
	Path Entropy:  2.5445
		Step 1:  1.3356
		Step 2:  1.1121
		Step 3:  0.0968
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1400
	Restart Rate:  0.0000
	No-Op Rate:  0.1400
	Cycle Rate:  0.0967
	Backtrack Rate:  0.0000
	Unique Edges:  2.5100
	Redundancy:  0.0233
	Avg Segment Hops:  2.5800
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1093
	F1 Score:  0.1962
GT-Edge Overlap Metrics
	Recall:  0.2650
	Precision:  0.2833
	F1 Score:  0.2693
Node-Set Overlap Metrics
	Recall:  0.7217
	Precision:  0.8058
	F1 Score:  0.7512
Path Edit Distance Metrics:
	Overall Average:  2.2100
		2-Hop:  2.0811
		3-Hop:  2.2857
Relation-Set Overlap Metrics
	Recall:  0.4283
	Precision:  0.4683
	F1 Score:  0.4347
Relation Edit Distance Metrics:
	Overall Average:  1.8900
		2-Hop:  1.7568
		3-Hop:  1.9683

Score for iteration 7200
Answer Metrics
	Hits@1:  0.9600
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9767
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9730
		MRR:  0.9865
	3-Hop
		Hits@1:  0.9524
		MRR:  0.9709
Valid Action Count at Each Step
	Overall Average:  6.1105
		Step 1:  5.4200
		Step 2:  6.4793
		Step 3:  6.4321
Entropy Metrics
	Question Entropy:  0.8344
	Path Entropy:  2.5033
		Step 1:  1.3078
		Step 2:  1.1124
		Step 3:  0.0831
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1233
	Restart Rate:  0.0000
	No-Op Rate:  0.1233
	Cycle Rate:  0.0667
	Backtrack Rate:  0.0000
	Unique Edges:  2.6000
	Redundancy:  0.0100
	Avg Segment Hops:  2.6300
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1090
	F1 Score:  0.1958
GT-Edge Overlap Metrics
	Recall:  0.2783
	Precision:  0.2933
	F1 Score:  0.2807
Node-Set Overlap Metrics
	Recall:  0.7458
	Precision:  0.7967
	F1 Score:  0.7622
Path Edit Distance Metrics:
	Overall Average:  2.1700
		2-Hop:  2.0000
		3-Hop:  2.2698
Relation-Set Overlap Metrics
	Recall:  0.4267
	Precision:  0.4683
	F1 Score:  0.4337
Relation Edit Distance Metrics:
	Overall Average:  1.9300
		2-Hop:  1.7568
		3-Hop:  2.0317

Score for iteration 7300
Answer Metrics
	Hits@1:  0.9300
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9625
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.9206
		MRR:  0.9563
Valid Action Count at Each Step
	Overall Average:  6.1124
		Step 1:  5.4200
		Step 2:  6.4789
		Step 3:  6.4383
Entropy Metrics
	Question Entropy:  0.8657
	Path Entropy:  2.5970
		Step 1:  1.3623
		Step 2:  1.1421
		Step 3:  0.0926
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1400
	Restart Rate:  0.0000
	No-Op Rate:  0.1400
	Cycle Rate:  0.0833
	Backtrack Rate:  0.0000
	Unique Edges:  2.5500
	Redundancy:  0.0100
	Avg Segment Hops:  2.5800
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1103
	F1 Score:  0.1977
GT-Edge Overlap Metrics
	Recall:  0.3133
	Precision:  0.3367
	F1 Score:  0.3193
Node-Set Overlap Metrics
	Recall:  0.7367
	Precision:  0.8058
	F1 Score:  0.7624
Path Edit Distance Metrics:
	Overall Average:  2.0900
		2-Hop:  1.8649
		3-Hop:  2.2222
Relation-Set Overlap Metrics
	Recall:  0.4733
	Precision:  0.5083
	F1 Score:  0.4787
Relation Edit Distance Metrics:
	Overall Average:  1.8000
		2-Hop:  1.6486
		3-Hop:  1.8889

Score for iteration 7400
Answer Metrics
	Hits@1:  0.9400
	Hits@3:  0.9900
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9675
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9730
		MRR:  0.9865
	3-Hop
		Hits@1:  0.9206
		MRR:  0.9563
Valid Action Count at Each Step
	Overall Average:  6.1261
		Step 1:  5.4200
		Step 2:  6.5122
		Step 3:  6.4462
Entropy Metrics
	Question Entropy:  0.8480
	Path Entropy:  2.5439
		Step 1:  1.3445
		Step 2:  1.1506
		Step 3:  0.0488
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1467
	Restart Rate:  0.0000
	No-Op Rate:  0.1467
	Cycle Rate:  0.0700
	Backtrack Rate:  0.0000
	Unique Edges:  2.5300
	Redundancy:  0.0100
	Avg Segment Hops:  2.5600
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1101
	F1 Score:  0.1972
GT-Edge Overlap Metrics
	Recall:  0.3133
	Precision:  0.3283
	F1 Score:  0.3153
Node-Set Overlap Metrics
	Recall:  0.7433
	Precision:  0.8083
	F1 Score:  0.7661
Path Edit Distance Metrics:
	Overall Average:  2.0700
		2-Hop:  1.8108
		3-Hop:  2.2222
Relation-Set Overlap Metrics
	Recall:  0.4617
	Precision:  0.4933
	F1 Score:  0.4647
Relation Edit Distance Metrics:
	Overall Average:  1.7900
		2-Hop:  1.5405
		3-Hop:  1.9365

Score for iteration 7500
Answer Metrics
	Hits@1:  0.9300
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9617
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.9206
		MRR:  0.9550
Valid Action Count at Each Step
	Overall Average:  6.1130
		Step 1:  5.4200
		Step 2:  6.4936
		Step 3:  6.4255
Entropy Metrics
	Question Entropy:  0.8390
	Path Entropy:  2.5170
		Step 1:  1.2995
		Step 2:  1.1432
		Step 3:  0.0742
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1433
	Restart Rate:  0.0000
	No-Op Rate:  0.1433
	Cycle Rate:  0.0700
	Backtrack Rate:  0.0000
	Unique Edges:  2.5400
	Redundancy:  0.0100
	Avg Segment Hops:  2.5700
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1117
	F1 Score:  0.1998
GT-Edge Overlap Metrics
	Recall:  0.2750
	Precision:  0.2867
	F1 Score:  0.2753
Node-Set Overlap Metrics
	Recall:  0.7392
	Precision:  0.8025
	F1 Score:  0.7610
Path Edit Distance Metrics:
	Overall Average:  2.2000
		2-Hop:  1.9730
		3-Hop:  2.3333
Relation-Set Overlap Metrics
	Recall:  0.4500
	Precision:  0.4750
	F1 Score:  0.4467
Relation Edit Distance Metrics:
	Overall Average:  1.9300
		2-Hop:  1.6757
		3-Hop:  2.0794

Score for iteration 7600
Answer Metrics
	Hits@1:  0.9400
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9683
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.9365
		MRR:  0.9656
Valid Action Count at Each Step
	Overall Average:  6.1085
		Step 1:  5.4200
		Step 2:  6.4786
		Step 3:  6.4270
Entropy Metrics
	Question Entropy:  0.8202
	Path Entropy:  2.4606
		Step 1:  1.3123
		Step 2:  1.0582
		Step 3:  0.0901
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1467
	Restart Rate:  0.0000
	No-Op Rate:  0.1467
	Cycle Rate:  0.0767
	Backtrack Rate:  0.0000
	Unique Edges:  2.5400
	Redundancy:  0.0067
	Avg Segment Hops:  2.5600
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1114
	F1 Score:  0.1994
GT-Edge Overlap Metrics
	Recall:  0.2900
	Precision:  0.3167
	F1 Score:  0.2973
Node-Set Overlap Metrics
	Recall:  0.7342
	Precision:  0.8075
	F1 Score:  0.7611
Path Edit Distance Metrics:
	Overall Average:  2.1300
		2-Hop:  2.0270
		3-Hop:  2.1905
Relation-Set Overlap Metrics
	Recall:  0.4417
	Precision:  0.4750
	F1 Score:  0.4457
Relation Edit Distance Metrics:
	Overall Average:  1.8400
		2-Hop:  1.7568
		3-Hop:  1.8889

Score for iteration 7700
Answer Metrics
	Hits@1:  0.9600
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9783
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9365
		MRR:  0.9656
Valid Action Count at Each Step
	Overall Average:  6.1101
		Step 1:  5.4200
		Step 2:  6.4854
		Step 3:  6.4248
Entropy Metrics
	Question Entropy:  0.8672
	Path Entropy:  2.6017
		Step 1:  1.3499
		Step 2:  1.1602
		Step 3:  0.0916
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1200
	Restart Rate:  0.0000
	No-Op Rate:  0.1200
	Cycle Rate:  0.0733
	Backtrack Rate:  0.0000
	Unique Edges:  2.6100
	Redundancy:  0.0100
	Avg Segment Hops:  2.6400
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1114
	F1 Score:  0.1993
GT-Edge Overlap Metrics
	Recall:  0.2850
	Precision:  0.2917
	F1 Score:  0.2833
Node-Set Overlap Metrics
	Recall:  0.7450
	Precision:  0.7942
	F1 Score:  0.7602
Path Edit Distance Metrics:
	Overall Average:  2.1800
		2-Hop:  1.8378
		3-Hop:  2.3810
Relation-Set Overlap Metrics
	Recall:  0.4483
	Precision:  0.4617
	F1 Score:  0.4403
Relation Edit Distance Metrics:
	Overall Average:  1.8900
		2-Hop:  1.6216
		3-Hop:  2.0476

Score for iteration 7800
Answer Metrics
	Hits@1:  0.9500
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9733
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9730
		MRR:  0.9865
	3-Hop
		Hits@1:  0.9365
		MRR:  0.9656
Valid Action Count at Each Step
	Overall Average:  6.1137
		Step 1:  5.4200
		Step 2:  6.4788
		Step 3:  6.4424
Entropy Metrics
	Question Entropy:  0.8422
	Path Entropy:  2.5266
		Step 1:  1.3272
		Step 2:  1.1111
		Step 3:  0.0883
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1467
	Restart Rate:  0.0000
	No-Op Rate:  0.1467
	Cycle Rate:  0.0600
	Backtrack Rate:  0.0000
	Unique Edges:  2.5400
	Redundancy:  0.0067
	Avg Segment Hops:  2.5600
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1114
	F1 Score:  0.1994
GT-Edge Overlap Metrics
	Recall:  0.3367
	Precision:  0.3583
	F1 Score:  0.3420
Node-Set Overlap Metrics
	Recall:  0.7592
	Precision:  0.8167
	F1 Score:  0.7805
Path Edit Distance Metrics:
	Overall Average:  1.9900
		2-Hop:  1.6216
		3-Hop:  2.2063
Relation-Set Overlap Metrics
	Recall:  0.5017
	Precision:  0.5317
	F1 Score:  0.5033
Relation Edit Distance Metrics:
	Overall Average:  1.6800
		2-Hop:  1.4595
		3-Hop:  1.8095

Score for iteration 7900
Answer Metrics
	Hits@1:  0.9700
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9850
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9524
		MRR:  0.9762
Valid Action Count at Each Step
	Overall Average:  6.1151
		Step 1:  5.4200
		Step 2:  6.4731
		Step 3:  6.4522
Entropy Metrics
	Question Entropy:  0.8296
	Path Entropy:  2.4888
		Step 1:  1.3166
		Step 2:  1.0995
		Step 3:  0.0726
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1200
	Restart Rate:  0.0000
	No-Op Rate:  0.1200
	Cycle Rate:  0.0767
	Backtrack Rate:  0.0000
	Unique Edges:  2.6100
	Redundancy:  0.0100
	Avg Segment Hops:  2.6400
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1092
	F1 Score:  0.1959
GT-Edge Overlap Metrics
	Recall:  0.3067
	Precision:  0.3250
	F1 Score:  0.3107
Node-Set Overlap Metrics
	Recall:  0.7550
	Precision:  0.8083
	F1 Score:  0.7734
Path Edit Distance Metrics:
	Overall Average:  2.1000
		2-Hop:  1.9189
		3-Hop:  2.2063
Relation-Set Overlap Metrics
	Recall:  0.4733
	Precision:  0.4867
	F1 Score:  0.4677
Relation Edit Distance Metrics:
	Overall Average:  1.8200
		2-Hop:  1.6757
		3-Hop:  1.9048

Score for iteration 8000
Answer Metrics
	Hits@1:  0.9700
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9850
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9524
		MRR:  0.9762
Valid Action Count at Each Step
	Overall Average:  6.1191
		Step 1:  5.4200
		Step 2:  6.4856
		Step 3:  6.4517
Entropy Metrics
	Question Entropy:  0.8329
	Path Entropy:  2.4986
		Step 1:  1.3080
		Step 2:  1.1141
		Step 3:  0.0765
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1667
	Restart Rate:  0.0000
	No-Op Rate:  0.1667
	Cycle Rate:  0.0667
	Backtrack Rate:  0.0000
	Unique Edges:  2.4600
	Redundancy:  0.0133
	Avg Segment Hops:  2.5000
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1109
	F1 Score:  0.1986
GT-Edge Overlap Metrics
	Recall:  0.2733
	Precision:  0.2933
	F1 Score:  0.2773
Node-Set Overlap Metrics
	Recall:  0.7392
	Precision:  0.8192
	F1 Score:  0.7670
Path Edit Distance Metrics:
	Overall Average:  2.1600
		2-Hop:  1.9730
		3-Hop:  2.2698
Relation-Set Overlap Metrics
	Recall:  0.4200
	Precision:  0.4700
	F1 Score:  0.4277
Relation Edit Distance Metrics:
	Overall Average:  1.8900
		2-Hop:  1.7838
		3-Hop:  1.9524

Score for iteration 8100
Answer Metrics
	Hits@1:  0.9300
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9650
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.8889
		MRR:  0.9444
Valid Action Count at Each Step
	Overall Average:  6.1174
		Step 1:  5.4200
		Step 2:  6.4909
		Step 3:  6.4414
Entropy Metrics
	Question Entropy:  0.8419
	Path Entropy:  2.5258
		Step 1:  1.3194
		Step 2:  1.1322
		Step 3:  0.0742
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1500
	Restart Rate:  0.0000
	No-Op Rate:  0.1500
	Cycle Rate:  0.0733
	Backtrack Rate:  0.0000
	Unique Edges:  2.5200
	Redundancy:  0.0100
	Avg Segment Hops:  2.5500
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1109
	F1 Score:  0.1985
GT-Edge Overlap Metrics
	Recall:  0.3100
	Precision:  0.3300
	F1 Score:  0.3140
Node-Set Overlap Metrics
	Recall:  0.7475
	Precision:  0.8183
	F1 Score:  0.7729
Path Edit Distance Metrics:
	Overall Average:  2.0900
		2-Hop:  1.7568
		3-Hop:  2.2857
Relation-Set Overlap Metrics
	Recall:  0.4983
	Precision:  0.5283
	F1 Score:  0.5017
Relation Edit Distance Metrics:
	Overall Average:  1.7300
		2-Hop:  1.5405
		3-Hop:  1.8413

Score for iteration 8200
Answer Metrics
	Hits@1:  0.9500
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9750
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9206
		MRR:  0.9603
Valid Action Count at Each Step
	Overall Average:  6.1107
		Step 1:  5.4200
		Step 2:  6.4865
		Step 3:  6.4257
Entropy Metrics
	Question Entropy:  0.8448
	Path Entropy:  2.5343
		Step 1:  1.3341
		Step 2:  1.1183
		Step 3:  0.0819
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1333
	Restart Rate:  0.0000
	No-Op Rate:  0.1333
	Cycle Rate:  0.0667
	Backtrack Rate:  0.0000
	Unique Edges:  2.5800
	Redundancy:  0.0067
	Avg Segment Hops:  2.6000
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1119
	F1 Score:  0.2003
GT-Edge Overlap Metrics
	Recall:  0.3033
	Precision:  0.3167
	F1 Score:  0.3040
Node-Set Overlap Metrics
	Recall:  0.7550
	Precision:  0.8100
	F1 Score:  0.7733
Path Edit Distance Metrics:
	Overall Average:  2.1200
		2-Hop:  1.8649
		3-Hop:  2.2698
Relation-Set Overlap Metrics
	Recall:  0.4933
	Precision:  0.5150
	F1 Score:  0.4893
Relation Edit Distance Metrics:
	Overall Average:  1.7700
		2-Hop:  1.5946
		3-Hop:  1.8730

Score for iteration 8300
Answer Metrics
	Hits@1:  0.9500
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9733
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9206
		MRR:  0.9577
Valid Action Count at Each Step
	Overall Average:  6.1170
		Step 1:  5.4200
		Step 2:  6.4905
		Step 3:  6.4404
Entropy Metrics
	Question Entropy:  0.8213
	Path Entropy:  2.4640
		Step 1:  1.3097
		Step 2:  1.0884
		Step 3:  0.0660
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1533
	Restart Rate:  0.0000
	No-Op Rate:  0.1533
	Cycle Rate:  0.0600
	Backtrack Rate:  0.0000
	Unique Edges:  2.5200
	Redundancy:  0.0067
	Avg Segment Hops:  2.5400
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1092
	F1 Score:  0.1959
GT-Edge Overlap Metrics
	Recall:  0.2500
	Precision:  0.2567
	F1 Score:  0.2480
Node-Set Overlap Metrics
	Recall:  0.7308
	Precision:  0.7933
	F1 Score:  0.7511
Path Edit Distance Metrics:
	Overall Average:  2.2500
		2-Hop:  1.9459
		3-Hop:  2.4286
Relation-Set Overlap Metrics
	Recall:  0.4217
	Precision:  0.4600
	F1 Score:  0.4233
Relation Edit Distance Metrics:
	Overall Average:  1.9900
		2-Hop:  1.6757
		3-Hop:  2.1746

Score for iteration 8400
Answer Metrics
	Hits@1:  0.9600
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9783
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9365
		MRR:  0.9656
Valid Action Count at Each Step
	Overall Average:  6.1224
		Step 1:  5.4200
		Step 2:  6.4922
		Step 3:  6.4551
Entropy Metrics
	Question Entropy:  0.8436
	Path Entropy:  2.5309
		Step 1:  1.3368
		Step 2:  1.1180
		Step 3:  0.0760
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1233
	Restart Rate:  0.0000
	No-Op Rate:  0.1233
	Cycle Rate:  0.0733
	Backtrack Rate:  0.0000
	Unique Edges:  2.6100
	Redundancy:  0.0067
	Avg Segment Hops:  2.6300
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1111
	F1 Score:  0.1989
GT-Edge Overlap Metrics
	Recall:  0.2933
	Precision:  0.3000
	F1 Score:  0.2913
Node-Set Overlap Metrics
	Recall:  0.7508
	Precision:  0.7975
	F1 Score:  0.7660
Path Edit Distance Metrics:
	Overall Average:  2.1600
		2-Hop:  1.8108
		3-Hop:  2.3651
Relation-Set Overlap Metrics
	Recall:  0.4400
	Precision:  0.4667
	F1 Score:  0.4393
Relation Edit Distance Metrics:
	Overall Average:  1.9100
		2-Hop:  1.5946
		3-Hop:  2.0952

Score for iteration 8500
Answer Metrics
	Hits@1:  0.9700
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9850
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9524
		MRR:  0.9762
Valid Action Count at Each Step
	Overall Average:  6.1202
		Step 1:  5.4200
		Step 2:  6.4955
		Step 3:  6.4451
Entropy Metrics
	Question Entropy:  0.8358
	Path Entropy:  2.5075
		Step 1:  1.3118
		Step 2:  1.1150
		Step 3:  0.0807
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1567
	Restart Rate:  0.0000
	No-Op Rate:  0.1567
	Cycle Rate:  0.0633
	Backtrack Rate:  0.0000
	Unique Edges:  2.5100
	Redundancy:  0.0067
	Avg Segment Hops:  2.5300
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1126
	F1 Score:  0.2012
GT-Edge Overlap Metrics
	Recall:  0.3317
	Precision:  0.3533
	F1 Score:  0.3367
Node-Set Overlap Metrics
	Recall:  0.7650
	Precision:  0.8342
	F1 Score:  0.7910
Path Edit Distance Metrics:
	Overall Average:  2.0000
		2-Hop:  1.6486
		3-Hop:  2.2063
Relation-Set Overlap Metrics
	Recall:  0.5083
	Precision:  0.5517
	F1 Score:  0.5153
Relation Edit Distance Metrics:
	Overall Average:  1.6800
		2-Hop:  1.4324
		3-Hop:  1.8254

Score for iteration 8600
Answer Metrics
	Hits@1:  0.9800
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9883
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9683
		MRR:  0.9815
Valid Action Count at Each Step
	Overall Average:  6.1243
		Step 1:  5.4200
		Step 2:  6.4958
		Step 3:  6.4570
Entropy Metrics
	Question Entropy:  0.8210
	Path Entropy:  2.4631
		Step 1:  1.3254
		Step 2:  1.0813
		Step 3:  0.0564
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1633
	Restart Rate:  0.0000
	No-Op Rate:  0.1633
	Cycle Rate:  0.0633
	Backtrack Rate:  0.0000
	Unique Edges:  2.4700
	Redundancy:  0.0133
	Avg Segment Hops:  2.5100
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1125
	F1 Score:  0.2008
GT-Edge Overlap Metrics
	Recall:  0.2933
	Precision:  0.3033
	F1 Score:  0.2920
Node-Set Overlap Metrics
	Recall:  0.7517
	Precision:  0.8225
	F1 Score:  0.7746
Path Edit Distance Metrics:
	Overall Average:  2.1600
		2-Hop:  1.8108
		3-Hop:  2.3651
Relation-Set Overlap Metrics
	Recall:  0.4450
	Precision:  0.4817
	F1 Score:  0.4447
Relation Edit Distance Metrics:
	Overall Average:  1.9100
		2-Hop:  1.5946
		3-Hop:  2.0952

Score for iteration 8700
Answer Metrics
	Hits@1:  0.9700
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9833
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9524
		MRR:  0.9735
Valid Action Count at Each Step
	Overall Average:  6.1160
		Step 1:  5.4200
		Step 2:  6.4798
		Step 3:  6.4483
Entropy Metrics
	Question Entropy:  0.8403
	Path Entropy:  2.5210
		Step 1:  1.3152
		Step 2:  1.1255
		Step 3:  0.0803
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1400
	Restart Rate:  0.0000
	No-Op Rate:  0.1400
	Cycle Rate:  0.0700
	Backtrack Rate:  0.0000
	Unique Edges:  2.5600
	Redundancy:  0.0067
	Avg Segment Hops:  2.5800
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1100
	F1 Score:  0.1974
GT-Edge Overlap Metrics
	Recall:  0.3233
	Precision:  0.3417
	F1 Score:  0.3267
Node-Set Overlap Metrics
	Recall:  0.7642
	Precision:  0.8275
	F1 Score:  0.7870
Path Edit Distance Metrics:
	Overall Average:  2.0400
		2-Hop:  1.8108
		3-Hop:  2.1746
Relation-Set Overlap Metrics
	Recall:  0.4667
	Precision:  0.4967
	F1 Score:  0.4690
Relation Edit Distance Metrics:
	Overall Average:  1.7800
		2-Hop:  1.5676
		3-Hop:  1.9048

Score for iteration 8800
Answer Metrics
	Hits@1:  0.9400
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9683
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9048
		MRR:  0.9497
Valid Action Count at Each Step
	Overall Average:  6.1239
		Step 1:  5.4200
		Step 2:  6.5075
		Step 3:  6.4441
Entropy Metrics
	Question Entropy:  0.8380
	Path Entropy:  2.5141
		Step 1:  1.3374
		Step 2:  1.1182
		Step 3:  0.0585
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1400
	Restart Rate:  0.0000
	No-Op Rate:  0.1400
	Cycle Rate:  0.0633
	Backtrack Rate:  0.0000
	Unique Edges:  2.5700
	Redundancy:  0.0033
	Avg Segment Hops:  2.5800
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1073
	F1 Score:  0.1929
GT-Edge Overlap Metrics
	Recall:  0.2883
	Precision:  0.3017
	F1 Score:  0.2893
Node-Set Overlap Metrics
	Recall:  0.7433
	Precision:  0.7942
	F1 Score:  0.7604
Path Edit Distance Metrics:
	Overall Average:  2.1400
		2-Hop:  1.9189
		3-Hop:  2.2698
Relation-Set Overlap Metrics
	Recall:  0.4633
	Precision:  0.4867
	F1 Score:  0.4610
Relation Edit Distance Metrics:
	Overall Average:  1.8400
		2-Hop:  1.7297
		3-Hop:  1.9048

Score for iteration 8900
Answer Metrics
	Hits@1:  0.9300
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9617
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9459
		MRR:  0.9730
	3-Hop
		Hits@1:  0.9206
		MRR:  0.9550
Valid Action Count at Each Step
	Overall Average:  6.0987
		Step 1:  5.4200
		Step 2:  6.4761
		Step 3:  6.3999
Entropy Metrics
	Question Entropy:  0.7956
	Path Entropy:  2.3867
		Step 1:  1.2661
		Step 2:  1.0688
		Step 3:  0.0518
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1733
	Restart Rate:  0.0000
	No-Op Rate:  0.1733
	Cycle Rate:  0.0700
	Backtrack Rate:  0.0000
	Unique Edges:  2.4600
	Redundancy:  0.0067
	Avg Segment Hops:  2.4800
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1047
	F1 Score:  0.1889
GT-Edge Overlap Metrics
	Recall:  0.2800
	Precision:  0.3083
	F1 Score:  0.2887
Node-Set Overlap Metrics
	Recall:  0.7292
	Precision:  0.8125
	F1 Score:  0.7616
Path Edit Distance Metrics:
	Overall Average:  2.1400
		2-Hop:  1.8649
		3-Hop:  2.3016
Relation-Set Overlap Metrics
	Recall:  0.4517
	Precision:  0.5067
	F1 Score:  0.4633
Relation Edit Distance Metrics:
	Overall Average:  1.8000
		2-Hop:  1.6216
		3-Hop:  1.9048

Score for iteration 9000
Answer Metrics
	Hits@1:  0.9700
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9850
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9524
		MRR:  0.9762
Valid Action Count at Each Step
	Overall Average:  6.1063
		Step 1:  5.4200
		Step 2:  6.4689
		Step 3:  6.4301
Entropy Metrics
	Question Entropy:  0.8275
	Path Entropy:  2.4824
		Step 1:  1.3184
		Step 2:  1.0770
		Step 3:  0.0869
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1367
	Restart Rate:  0.0000
	No-Op Rate:  0.1367
	Cycle Rate:  0.0733
	Backtrack Rate:  0.0000
	Unique Edges:  2.5700
	Redundancy:  0.0067
	Avg Segment Hops:  2.5900
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1083
	F1 Score:  0.1946
GT-Edge Overlap Metrics
	Recall:  0.2683
	Precision:  0.2833
	F1 Score:  0.2700
Node-Set Overlap Metrics
	Recall:  0.7433
	Precision:  0.8025
	F1 Score:  0.7641
Path Edit Distance Metrics:
	Overall Average:  2.2200
		2-Hop:  1.9730
		3-Hop:  2.3651
Relation-Set Overlap Metrics
	Recall:  0.4350
	Precision:  0.4650
	F1 Score:  0.4323
Relation Edit Distance Metrics:
	Overall Average:  1.9400
		2-Hop:  1.6757
		3-Hop:  2.0952

Score for iteration 9100
Answer Metrics
	Hits@1:  0.9600
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9767
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9365
		MRR:  0.9630
Valid Action Count at Each Step
	Overall Average:  6.1189
		Step 1:  5.4200
		Step 2:  6.4880
		Step 3:  6.4487
Entropy Metrics
	Question Entropy:  0.8438
	Path Entropy:  2.5314
		Step 1:  1.3473
		Step 2:  1.0906
		Step 3:  0.0936
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1367
	Restart Rate:  0.0000
	No-Op Rate:  0.1367
	Cycle Rate:  0.0533
	Backtrack Rate:  0.0000
	Unique Edges:  2.5700
	Redundancy:  0.0067
	Avg Segment Hops:  2.5900
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1124
	F1 Score:  0.2010
GT-Edge Overlap Metrics
	Recall:  0.2917
	Precision:  0.2950
	F1 Score:  0.2867
Node-Set Overlap Metrics
	Recall:  0.7600
	Precision:  0.8033
	F1 Score:  0.7707
Path Edit Distance Metrics:
	Overall Average:  2.1900
		2-Hop:  1.9189
		3-Hop:  2.3492
Relation-Set Overlap Metrics
	Recall:  0.4617
	Precision:  0.4767
	F1 Score:  0.4537
Relation Edit Distance Metrics:
	Overall Average:  1.9700
		2-Hop:  1.7838
		3-Hop:  2.0794

Score for iteration 9200
Answer Metrics
	Hits@1:  0.9600
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9767
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9365
		MRR:  0.9630
Valid Action Count at Each Step
	Overall Average:  6.1037
		Step 1:  5.4200
		Step 2:  6.4791
		Step 3:  6.4120
Entropy Metrics
	Question Entropy:  0.8124
	Path Entropy:  2.4372
		Step 1:  1.2896
		Step 2:  1.0756
		Step 3:  0.0719
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1567
	Restart Rate:  0.0000
	No-Op Rate:  0.1567
	Cycle Rate:  0.0567
	Backtrack Rate:  0.0000
	Unique Edges:  2.5100
	Redundancy:  0.0067
	Avg Segment Hops:  2.5300
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1113
	F1 Score:  0.1992
GT-Edge Overlap Metrics
	Recall:  0.3150
	Precision:  0.3250
	F1 Score:  0.3147
Node-Set Overlap Metrics
	Recall:  0.7567
	Precision:  0.8183
	F1 Score:  0.7775
Path Edit Distance Metrics:
	Overall Average:  2.0600
		2-Hop:  1.8378
		3-Hop:  2.1905
Relation-Set Overlap Metrics
	Recall:  0.4883
	Precision:  0.5083
	F1 Score:  0.4823
Relation Edit Distance Metrics:
	Overall Average:  1.8200
		2-Hop:  1.6216
		3-Hop:  1.9365

Score for iteration 9300
Answer Metrics
	Hits@1:  0.9500
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9750
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9730
		MRR:  0.9865
	3-Hop
		Hits@1:  0.9365
		MRR:  0.9683
Valid Action Count at Each Step
	Overall Average:  6.0943
		Step 1:  5.4200
		Step 2:  6.4548
		Step 3:  6.4080
Entropy Metrics
	Question Entropy:  0.8344
	Path Entropy:  2.5032
		Step 1:  1.3627
		Step 2:  1.0768
		Step 3:  0.0636
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1300
	Restart Rate:  0.0000
	No-Op Rate:  0.1300
	Cycle Rate:  0.0767
	Backtrack Rate:  0.0000
	Unique Edges:  2.5900
	Redundancy:  0.0067
	Avg Segment Hops:  2.6100
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1110
	F1 Score:  0.1987
GT-Edge Overlap Metrics
	Recall:  0.3117
	Precision:  0.3250
	F1 Score:  0.3127
Node-Set Overlap Metrics
	Recall:  0.7525
	Precision:  0.8125
	F1 Score:  0.7727
Path Edit Distance Metrics:
	Overall Average:  2.1000
		2-Hop:  2.0000
		3-Hop:  2.1587
Relation-Set Overlap Metrics
	Recall:  0.4583
	Precision:  0.4750
	F1 Score:  0.4563
Relation Edit Distance Metrics:
	Overall Average:  1.8400
		2-Hop:  1.7838
		3-Hop:  1.8730

Score for iteration 9400
Answer Metrics
	Hits@1:  0.9700
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9850
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9730
		MRR:  0.9865
	3-Hop
		Hits@1:  0.9683
		MRR:  0.9841
Valid Action Count at Each Step
	Overall Average:  6.1119
		Step 1:  5.4200
		Step 2:  6.4668
		Step 3:  6.4489
Entropy Metrics
	Question Entropy:  0.8179
	Path Entropy:  2.4537
		Step 1:  1.3191
		Step 2:  1.0656
		Step 3:  0.0689
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1333
	Restart Rate:  0.0000
	No-Op Rate:  0.1333
	Cycle Rate:  0.0633
	Backtrack Rate:  0.0000
	Unique Edges:  2.5900
	Redundancy:  0.0033
	Avg Segment Hops:  2.6000
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1110
	F1 Score:  0.1988
GT-Edge Overlap Metrics
	Recall:  0.2883
	Precision:  0.3017
	F1 Score:  0.2900
Node-Set Overlap Metrics
	Recall:  0.7508
	Precision:  0.8025
	F1 Score:  0.7677
Path Edit Distance Metrics:
	Overall Average:  2.1400
		2-Hop:  2.0000
		3-Hop:  2.2222
Relation-Set Overlap Metrics
	Recall:  0.4417
	Precision:  0.4617
	F1 Score:  0.4377
Relation Edit Distance Metrics:
	Overall Average:  1.9000
		2-Hop:  1.7568
		3-Hop:  1.9841

Score for iteration 9500
Answer Metrics
	Hits@1:  0.9600
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9800
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9730
		MRR:  0.9865
	3-Hop
		Hits@1:  0.9524
		MRR:  0.9762
Valid Action Count at Each Step
	Overall Average:  6.0920
		Step 1:  5.4200
		Step 2:  6.4411
		Step 3:  6.4149
Entropy Metrics
	Question Entropy:  0.7965
	Path Entropy:  2.3895
		Step 1:  1.3112
		Step 2:  1.0045
		Step 3:  0.0738
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1300
	Restart Rate:  0.0000
	No-Op Rate:  0.1300
	Cycle Rate:  0.0800
	Backtrack Rate:  0.0000
	Unique Edges:  2.5600
	Redundancy:  0.0167
	Avg Segment Hops:  2.6100
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1115
	F1 Score:  0.1996
GT-Edge Overlap Metrics
	Recall:  0.2667
	Precision:  0.2767
	F1 Score:  0.2673
Node-Set Overlap Metrics
	Recall:  0.7358
	Precision:  0.7975
	F1 Score:  0.7567
Path Edit Distance Metrics:
	Overall Average:  2.2000
		2-Hop:  1.9459
		3-Hop:  2.3492
Relation-Set Overlap Metrics
	Recall:  0.4217
	Precision:  0.4467
	F1 Score:  0.4203
Relation Edit Distance Metrics:
	Overall Average:  1.9300
		2-Hop:  1.6757
		3-Hop:  2.0794

Score for iteration 9600
Answer Metrics
	Hits@1:  0.9500
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9733
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9206
		MRR:  0.9577
Valid Action Count at Each Step
	Overall Average:  6.1045
		Step 1:  5.4200
		Step 2:  6.4680
		Step 3:  6.4256
Entropy Metrics
	Question Entropy:  0.8171
	Path Entropy:  2.4514
		Step 1:  1.3111
		Step 2:  1.0704
		Step 3:  0.0699
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1600
	Restart Rate:  0.0000
	No-Op Rate:  0.1600
	Cycle Rate:  0.0567
	Backtrack Rate:  0.0000
	Unique Edges:  2.4900
	Redundancy:  0.0100
	Avg Segment Hops:  2.5200
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1109
	F1 Score:  0.1986
GT-Edge Overlap Metrics
	Recall:  0.2833
	Precision:  0.2950
	F1 Score:  0.2833
Node-Set Overlap Metrics
	Recall:  0.7467
	Precision:  0.8133
	F1 Score:  0.7689
Path Edit Distance Metrics:
	Overall Average:  2.1600
		2-Hop:  1.8919
		3-Hop:  2.3175
Relation-Set Overlap Metrics
	Recall:  0.4467
	Precision:  0.4783
	F1 Score:  0.4463
Relation Edit Distance Metrics:
	Overall Average:  1.8800
		2-Hop:  1.6757
		3-Hop:  2.0000

Score for iteration 9700
Answer Metrics
	Hits@1:  0.9700
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9833
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9524
		MRR:  0.9735
Valid Action Count at Each Step
	Overall Average:  6.1055
		Step 1:  5.4200
		Step 2:  6.4665
		Step 3:  6.4299
Entropy Metrics
	Question Entropy:  0.8181
	Path Entropy:  2.4542
		Step 1:  1.3124
		Step 2:  1.0873
		Step 3:  0.0544
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1467
	Restart Rate:  0.0000
	No-Op Rate:  0.1467
	Cycle Rate:  0.0600
	Backtrack Rate:  0.0000
	Unique Edges:  2.5400
	Redundancy:  0.0067
	Avg Segment Hops:  2.5600
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1120
	F1 Score:  0.2004
GT-Edge Overlap Metrics
	Recall:  0.2983
	Precision:  0.3167
	F1 Score:  0.3007
Node-Set Overlap Metrics
	Recall:  0.7608
	Precision:  0.8192
	F1 Score:  0.7803
Path Edit Distance Metrics:
	Overall Average:  2.1400
		2-Hop:  1.8378
		3-Hop:  2.3175
Relation-Set Overlap Metrics
	Recall:  0.4750
	Precision:  0.5200
	F1 Score:  0.4780
Relation Edit Distance Metrics:
	Overall Average:  1.8400
		2-Hop:  1.6216
		3-Hop:  1.9683

Score for iteration 9800
Answer Metrics
	Hits@1:  0.9500
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9717
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9206
		MRR:  0.9550
Valid Action Count at Each Step
	Overall Average:  6.1059
		Step 1:  5.4200
		Step 2:  6.4582
		Step 3:  6.4394
Entropy Metrics
	Question Entropy:  0.8176
	Path Entropy:  2.4528
		Step 1:  1.3236
		Step 2:  1.0310
		Step 3:  0.0982
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1467
	Restart Rate:  0.0000
	No-Op Rate:  0.1467
	Cycle Rate:  0.0433
	Backtrack Rate:  0.0000
	Unique Edges:  2.5600
	Redundancy:  0.0000
	Avg Segment Hops:  2.5600
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1107
	F1 Score:  0.1984
GT-Edge Overlap Metrics
	Recall:  0.3500
	Precision:  0.3650
	F1 Score:  0.3520
Node-Set Overlap Metrics
	Recall:  0.7692
	Precision:  0.8150
	F1 Score:  0.7847
Path Edit Distance Metrics:
	Overall Average:  1.9500
		2-Hop:  1.5405
		3-Hop:  2.1905
Relation-Set Overlap Metrics
	Recall:  0.5100
	Precision:  0.5333
	F1 Score:  0.5097
Relation Edit Distance Metrics:
	Overall Average:  1.6900
		2-Hop:  1.4595
		3-Hop:  1.8254

Score for iteration 9900
Answer Metrics
	Hits@1:  0.9700
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9833
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9730
		MRR:  0.9865
	3-Hop
		Hits@1:  0.9683
		MRR:  0.9815
Valid Action Count at Each Step
	Overall Average:  6.1136
		Step 1:  5.4200
		Step 2:  6.4722
		Step 3:  6.4486
Entropy Metrics
	Question Entropy:  0.8415
	Path Entropy:  2.5246
		Step 1:  1.3438
		Step 2:  1.1027
		Step 3:  0.0781
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1133
	Restart Rate:  0.0000
	No-Op Rate:  0.1133
	Cycle Rate:  0.0467
	Backtrack Rate:  0.0000
	Unique Edges:  2.6500
	Redundancy:  0.0033
	Avg Segment Hops:  2.6600
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1117
	F1 Score:  0.1999
GT-Edge Overlap Metrics
	Recall:  0.3250
	Precision:  0.3317
	F1 Score:  0.3227
Node-Set Overlap Metrics
	Recall:  0.7733
	Precision:  0.8033
	F1 Score:  0.7792
Path Edit Distance Metrics:
	Overall Average:  2.0600
		2-Hop:  2.0000
		3-Hop:  2.0952
Relation-Set Overlap Metrics
	Recall:  0.4767
	Precision:  0.4750
	F1 Score:  0.4633
Relation Edit Distance Metrics:
	Overall Average:  1.8000
		2-Hop:  1.7297
		3-Hop:  1.8413

Score for iteration 10000
Answer Metrics
	Hits@1:  0.9600
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9783
Per Hop Answer Metrics
	2-Hop
		Hits@1:  1.0000
		MRR:  1.0000
	3-Hop
		Hits@1:  0.9365
		MRR:  0.9656
Valid Action Count at Each Step
	Overall Average:  6.1175
		Step 1:  5.4200
		Step 2:  6.4798
		Step 3:  6.4527
Entropy Metrics
	Question Entropy:  0.8223
	Path Entropy:  2.4669
		Step 1:  1.3227
		Step 2:  1.0793
		Step 3:  0.0649
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.1567
	Restart Rate:  0.0000
	No-Op Rate:  0.1567
	Cycle Rate:  0.0667
	Backtrack Rate:  0.0000
	Unique Edges:  2.5000
	Redundancy:  0.0100
	Avg Segment Hops:  2.5300
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1120
	F1 Score:  0.2002
GT-Edge Overlap Metrics
	Recall:  0.2833
	Precision:  0.3017
	F1 Score:  0.2867
Node-Set Overlap Metrics
	Recall:  0.7408
	Precision:  0.8133
	F1 Score:  0.7661
Path Edit Distance Metrics:
	Overall Average:  2.1600
		2-Hop:  1.8919
		3-Hop:  2.3175
Relation-Set Overlap Metrics
	Recall:  0.4467
	Precision:  0.4967
	F1 Score:  0.4540
Relation Edit Distance Metrics:
	Overall Average:  1.8900
		2-Hop:  1.7297
		3-Hop:  1.9841

Test (beam) scores with best model from output/kinshiphinton/qa_nhop_reason_3hop_seed100/model/model.ckpt
Answer Metrics
	Hits@1:  0.9208
	Hits@3:  1.0000
	Hits@5:  1.0000
	Hits@10:  1.0000
	Hits@20:  1.0000
	MRR:  0.9571
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.9211
		MRR:  0.9605
	3-Hop
		Hits@1:  0.9206
		MRR:  0.9550
Valid Action Count at Each Step
	Overall Average:  6.2744
		Step 1:  5.8812
		Step 2:  6.4654
		Step 3:  6.4765
Entropy Metrics
	Question Entropy:  0.8947
	Path Entropy:  2.6842
		Step 1:  1.4393
		Step 2:  1.1730
		Step 3:  0.0720
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.0627
	Restart Rate:  0.0000
	No-Op Rate:  0.0627
	Cycle Rate:  0.0891
	Backtrack Rate:  0.0000
	Unique Edges:  2.7525
	Redundancy:  0.0198
	Avg Segment Hops:  2.8119
Answer(s) Endpoint Coverage Metrics
	Recall:  1.0000
	Precision:  0.1184
	F1 Score:  0.2105
GT-Edge Overlap Metrics
	Recall:  0.2079
	Precision:  0.1931
	F1 Score:  0.1967
Node-Set Overlap Metrics
	Recall:  0.7310
	Precision:  0.7500
	F1 Score:  0.7313
Path Edit Distance Metrics:
	Overall Average:  2.4257
		2-Hop:  2.1842
		3-Hop:  2.5714
Relation-Set Overlap Metrics
	Recall:  0.3878
	Precision:  0.3977
	F1 Score:  0.3802
Relation Edit Distance Metrics:
	Overall Average:  2.1386
		2-Hop:  1.9474
		3-Hop:  2.2540

