Test (beam) scores with best model from output/mquake_st/ma_qa_nhop_reason_4hop_seed42/model/model.ckpt
Answer Metrics
	Hits@1:  0.8238
	Hits@3:  0.9034
	Hits@5:  0.9199
	Hits@10:  0.9383
	Hits@20:  0.9540
	MRR:  0.8671
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8198
		MRR:  0.8744
	3-Hop
		Hits@1:  0.7336
		MRR:  0.7755
	4-Hop
		Hits@1:  0.9503
		MRR:  0.9669
Valid Action Count at Each Step
	Overall Average: 61.6721
		Step 1: 19.9034
		Step 2: 59.7310
		Step 3: 78.5093
		Step 4: 88.5447
Entropy Metrics
	Question Entropy:  0.0185
	Path Entropy:  0.0740
		Step 1:  0.0067
		Step 2:  0.0101
		Step 3:  0.0178
		Step 4:  0.0394
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4371
	Restart Rate:  0.0000
	No-Op Rate:  0.4371
	Cycle Rate:  0.0246
	Backtrack Rate:  0.0000
	Unique Edges:  2.2368
	Redundancy:  0.0141
	Avg Segment Hops:  4.0000
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8831
	Precision:  0.0481
	F1 Score:  0.0827
GT-Edge Overlap Metrics
	Recall:  0.5258
	Precision:  0.5713
	F1 Score:  0.5406
Path Edit Distance Metrics:
	Overall Average:  1.4395
		2-Hop:  0.8982
		3-Hop:  1.5028
		4-Hop:  2.7182
Relation-Set Overlap Metrics
	Recall:  0.6137
	Precision:  0.7004
	F1 Score:  0.6418
Relation Edit Distance Metrics:
	Overall Average:  1.2130
		2-Hop:  0.7487
		3-Hop:  1.3034
		4-Hop:  2.2634

