Test (beam) scores with best model from output/mquake_st/ma_qa_nhop_reason_4hop_seed0/model/model.ckpt
Answer Metrics
	Hits@1:  0.8567
	Hits@3:  0.9364
	Hits@5:  0.9567
	Hits@10:  0.9713
	Hits@20:  0.9870
	MRR:  0.9007
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8315
		MRR:  0.8850
	3-Hop
		Hits@1:  0.8547
		MRR:  0.9004
	4-Hop
		Hits@1:  0.9227
		MRR:  0.9406
Valid Action Count at Each Step
	Overall Average: 61.7320
		Step 1: 19.9034
		Step 2: 71.5070
		Step 3: 77.2688
		Step 4: 78.2486
Entropy Metrics
	Question Entropy:  0.0234
	Path Entropy:  0.0935
		Step 1:  0.0118
		Step 2:  0.0199
		Step 3:  0.0168
		Step 4:  0.0451
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3773
	Restart Rate:  0.0000
	No-Op Rate:  0.3773
	Cycle Rate:  0.0502
	Backtrack Rate:  0.0000
	Unique Edges:  2.4410
	Redundancy:  0.0125
	Avg Segment Hops:  4.0000
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8454
	Precision:  0.0605
	F1 Score:  0.0935
GT-Edge Overlap Metrics
	Recall:  0.5965
	Precision:  0.6209
	F1 Score:  0.6002
Path Edit Distance Metrics:
	Overall Average:  1.3625
		2-Hop:  0.8879
		3-Hop:  1.3462
		4-Hop:  2.5764
Relation-Set Overlap Metrics
	Recall:  0.6852
	Precision:  0.7478
	F1 Score:  0.7017
Relation Edit Distance Metrics:
	Overall Average:  1.1276
		2-Hop:  0.7487
		3-Hop:  1.0912
		4-Hop:  2.1271

