Test (beam) scores with best model from output/mquake_st/sa_qa_nhop_reason_4hop_seed100/model/model.ckpt
Answer Metrics
	Hits@1:  0.8610
	Hits@3:  0.9355
	Hits@5:  0.9488
	Hits@10:  0.9601
	Hits@20:  0.9747
	MRR:  0.9019
Per Hop Answer Metrics
	4-Hop
		Hits@1:  0.8352
		MRR:  0.8656
	3-Hop
		Hits@1:  0.8500
		MRR:  0.8936
	2-Hop
		Hits@1:  0.8711
		MRR:  0.9128
Valid Action Count at Each Step
	Overall Average: 32.4069
		Step 1: 21.3743
		Step 2: 24.9697
		Step 3: 29.0715
		Step 4: 54.2122
Entropy Metrics
	Question Entropy:  0.0209
	Path Entropy:  0.0834
		Step 1:  0.0079
		Step 2:  0.0070
		Step 3:  0.0177
		Step 4:  0.0508
Reasoning Diagnostics (Top-Rollout)
	Special Step Rate:  0.4099
	Restart Rate:  0.0000
	No-Op Rate:  0.4099
	Cycle Rate:  0.0100
	Backtrack Rate:  0.0000
	Unique Edges:  2.3597
	Redundancy:  0.0002
	Avg Segment Hops:  4.0000
Answer(s) Endpoint Coverage Metrics
	Recall:  0.9847
	Precision:  0.0179
	F1 Score:  0.0350
GT-Edge Overlap Metrics
	Recall:  0.7211
	Precision:  0.7359
	F1 Score:  0.7260
Node-Set Overlap Metrics
	Recall:  0.8806
	Precision:  0.9244
	F1 Score:  0.8979
Path Edit Distance Metrics:
	Overall Average:  0.7932
		4-Hop:  1.8239
		3-Hop:  0.9167
		2-Hop:  0.5363
Relation-Set Overlap Metrics
	Recall:  0.8071
	Precision:  0.8631
	F1 Score:  0.8264
Relation Edit Distance Metrics:
	Overall Average:  0.5652
		4-Hop:  1.2159
		3-Hop:  0.6286
		2-Hop:  0.4097

