Test (beam) scores with best model from output/mquake_st/ma_qa_nhop_reason_4hop_seed100/model/model.ckpt
Answer Metrics
	Hits@1:  0.8433
	Hits@3:  0.9280
	Hits@5:  0.9494
	Hits@10:  0.9663
	Hits@20:  0.9797
	MRR:  0.8900
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8249
		MRR:  0.8814
	3-Hop
		Hits@1:  0.8319
		MRR:  0.8779
	4-Hop
		Hits@1:  0.9042
		MRR:  0.9273
Valid Action Count at Each Step
	Overall Average: 53.7321
		Step 1: 19.9034
		Step 2: 79.2813
		Step 3: 58.5259
		Step 4: 57.2178
Entropy Metrics
	Question Entropy:  0.0414
	Path Entropy:  0.1655
		Step 1:  0.0150
		Step 2:  0.0614
		Step 3:  0.0590
		Step 4:  0.0300
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4118
	Restart Rate:  0.0000
	No-Op Rate:  0.4118
	Cycle Rate:  0.0413
	Backtrack Rate:  0.0000
	Unique Edges:  2.3134
	Redundancy:  0.0120
	Avg Segment Hops:  4.0000
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8249
	Precision:  0.0543
	F1 Score:  0.0898
GT-Edge Overlap Metrics
	Recall:  0.4985
	Precision:  0.5221
	F1 Score:  0.5020
Path Edit Distance Metrics:
	Overall Average:  1.5931
		2-Hop:  1.0542
		3-Hop:  1.7550
		4-Hop:  2.7385
Relation-Set Overlap Metrics
	Recall:  0.5845
	Precision:  0.6584
	F1 Score:  0.6062
Relation Edit Distance Metrics:
	Overall Average:  1.3770
		2-Hop:  0.9245
		3-Hop:  1.4986
		4-Hop:  2.3573

