Test (beam) scores with best model from output/kinshiphinton/qa_nhop_reason_3hop_seed42/model/model.ckpt
Answer Metrics
	Hits@1:  0.2112
	Hits@3:  0.4257
	Hits@5:  0.5875
	Hits@10:  0.8218
	Hits@20:  0.8449
	MRR:  0.3696
Per Hop Answer Metrics
	3-Hop
		Hits@1:  0.1481
		MRR:  0.2967
	2-Hop
		Hits@1:  0.3158
		MRR:  0.4905
Valid Action Count at Each Step
	Overall Average:  6.2772
		Step 1:  5.8812
		Step 2:  6.4007
		Step 3:  6.5497
Entropy Metrics
	Question Entropy:  0.8247
	Path Entropy:  2.4741
		Step 1:  1.3350
		Step 2:  0.9489
		Step 3:  0.1902
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.2783
	Restart Rate:  0.0000
	No-Op Rate:  0.2783
	Cycle Rate:  0.1073
	Backtrack Rate:  0.0000
	Unique Edges:  2.1452
	Redundancy:  0.0627
	Avg Segment Hops:  3.0000
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8449
	Precision:  0.0930
	F1 Score:  0.1671
GT-Edge Overlap Metrics
	Recall:  0.1832
	Precision:  0.2222
	F1 Score:  0.1925
Node-Set Overlap Metrics
	Recall:  0.5454
	Precision:  0.6939
	F1 Score:  0.5918
Path Edit Distance Metrics:
	Overall Average:  2.3762
		2-Hop:  2.0088
		3-Hop:  2.5979
Relation-Set Overlap Metrics
	Recall:  0.3482
	Precision:  0.4087
	F1 Score:  0.3569
Relation Edit Distance Metrics:
	Overall Average:  2.1683
		2-Hop:  1.8421
		3-Hop:  2.3651

