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First-error detection on ProcessBench

68.7AccuracyTeacher
22.62834.58946.5558.511May 13, 2026

Evaluation results

MethodLinks
Teacherdeployment=non-deployable2026.0568.7
TL-Entropy2026.0546.3
LLM-Checkmechanism=attention2026.0543.8
TL-Perplexity2026.0543.2
Studentdeployment=deployable2026.0534.4
Linear Probe2026.0524.4