Test (beam) scores with best model from output/mquake_st/ma_qa_nhop_reason_4hop_seed100/model/model.ckpt
Answer Metrics
	Hits@1:  0.8701
	Hits@3:  0.9448
	Hits@5:  0.9598
	Hits@10:  0.9690
	Hits@20:  0.9782
	MRR:  0.9093
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8681
		MRR:  0.9122
	3-Hop
		Hits@1:  0.8333
		MRR:  0.8822
	4-Hop
		Hits@1:  0.9227
		MRR:  0.9369
Valid Action Count at Each Step
	Overall Average: 53.3510
		Step 1: 19.9034
		Step 2: 78.3827
		Step 3: 58.4229
		Step 4: 56.6951
Entropy Metrics
	Question Entropy:  0.0439
	Path Entropy:  0.1755
		Step 1:  0.0168
		Step 2:  0.0668
		Step 3:  0.0632
		Step 4:  0.0287
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4095
	Restart Rate:  0.0000
	No-Op Rate:  0.4095
	Cycle Rate:  0.0426
	Backtrack Rate:  0.0000
	Unique Edges:  2.3207
	Redundancy:  0.0127
	Avg Segment Hops:  4.0000
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8245
	Precision:  0.0548
	F1 Score:  0.0902
GT-Edge Overlap Metrics
	Recall:  0.5020
	Precision:  0.5223
	F1 Score:  0.5047
Path Edit Distance Metrics:
	Overall Average:  1.5828
		2-Hop:  1.0571
		3-Hop:  1.7222
		4-Hop:  2.7238
Relation-Set Overlap Metrics
	Recall:  0.5902
	Precision:  0.6604
	F1 Score:  0.6106
Relation Edit Distance Metrics:
	Overall Average:  1.3644
		2-Hop:  0.9253
		3-Hop:  1.4615
		4-Hop:  2.3425

