A release gate with deterministic fallback reduces unauthorized answer leakage in LLM tutors and makes failure attribution replayable, but it costs helpfulness and does not improve learning.
VerifyBench: A systematic benchmark for evaluating reasoning verifiers across domains
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Auditable Release Control for Pedagogical Leakage in LLM Tutors
A release gate with deterministic fallback reduces unauthorized answer leakage in LLM tutors and makes failure attribution replayable, but it costs helpfulness and does not improve learning.