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Step-level hallucination detection on PRM800K

99.8AUROCStudent
43.6458.2272.887.38May 13, 2026

Evaluation results

MethodLinks
StudentDeployability=deployable2026.0599.8
TeacherDeployability=non-deployable2026.0598.5
Linear Probe2026.0591.3
TL-Entropy2026.0554.5
LLM-CheckMechanism=attention2026.0548
TL-Perplexity2026.0545.8