Test (beam) scores with best model from output/mquake_st/ma_qa_nhop_reason_4hop_seed42/model/model.ckpt
Answer Metrics
	Hits@1:  0.8563
	Hits@3:  0.9161
	Hits@5:  0.9310
	Hits@10:  0.9425
	Hits@20:  0.9540
	MRR:  0.8891
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8725
		MRR:  0.9114
	3-Hop
		Hits@1:  0.7607
		MRR:  0.7903
	4-Hop
		Hits@1:  0.9392
		MRR:  0.9609
Valid Action Count at Each Step
	Overall Average: 62.2776
		Step 1: 19.9034
		Step 2: 60.5725
		Step 3: 78.8246
		Step 4: 89.8099
Entropy Metrics
	Question Entropy:  0.0187
	Path Entropy:  0.0747
		Step 1:  0.0065
		Step 2:  0.0092
		Step 3:  0.0200
		Step 4:  0.0390
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4362
	Restart Rate:  0.0000
	No-Op Rate:  0.4362
	Cycle Rate:  0.0237
	Backtrack Rate:  0.0000
	Unique Edges:  2.2414
	Redundancy:  0.0126
	Avg Segment Hops:  4.0000
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8838
	Precision:  0.0486
	F1 Score:  0.0826
GT-Edge Overlap Metrics
	Recall:  0.5311
	Precision:  0.5732
	F1 Score:  0.5451
Path Edit Distance Metrics:
	Overall Average:  1.4264
		2-Hop:  0.8879
		3-Hop:  1.4786
		4-Hop:  2.7127
Relation-Set Overlap Metrics
	Recall:  0.6179
	Precision:  0.7009
	F1 Score:  0.6449
Relation Edit Distance Metrics:
	Overall Average:  1.2023
		2-Hop:  0.7341
		3-Hop:  1.2906
		4-Hop:  2.2652

