Test (beam) scores with best model from output/mquake_st/ma_qa_nhop_reason_4hop_seed0/model/model.ckpt
Answer Metrics
	Hits@1:  0.8966
	Hits@3:  0.9529
	Hits@5:  0.9655
	Hits@10:  0.9793
	Hits@20:  0.9862
	MRR:  0.9283
Per Hop Answer Metrics
	2-Hop
		Hits@1:  0.8923
		MRR:  0.9282
	3-Hop
		Hits@1:  0.8846
		MRR:  0.9197
	4-Hop
		Hits@1:  0.9227
		MRR:  0.9398
Valid Action Count at Each Step
	Overall Average: 60.8914
		Step 1: 19.9034
		Step 2: 70.2840
		Step 3: 75.9381
		Step 4: 77.4399
Entropy Metrics
	Question Entropy:  0.0228
	Path Entropy:  0.0913
		Step 1:  0.0131
		Step 2:  0.0197
		Step 3:  0.0149
		Step 4:  0.0436
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.3744
	Restart Rate:  0.0000
	No-Op Rate:  0.3744
	Cycle Rate:  0.0443
	Backtrack Rate:  0.0000
	Unique Edges:  2.4575
	Redundancy:  0.0113
	Avg Segment Hops:  4.0000
Answer(s) Endpoint Coverage Metrics
	Recall:  0.8481
	Precision:  0.0614
	F1 Score:  0.0941
GT-Edge Overlap Metrics
	Recall:  0.6170
	Precision:  0.6310
	F1 Score:  0.6174
Path Edit Distance Metrics:
	Overall Average:  1.3057
		2-Hop:  0.8000
		3-Hop:  1.2906
		4-Hop:  2.5967
Relation-Set Overlap Metrics
	Recall:  0.7054
	Precision:  0.7570
	F1 Score:  0.7181
Relation Edit Distance Metrics:
	Overall Average:  1.0690
		2-Hop:  0.6593
		3-Hop:  1.0470
		4-Hop:  2.1271

