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Auditable Release Control for Pedagogical Leakage in LLM Tutors

This paper introduces an auditable, authorization-aware release control framework for LLM tutors that effectively eliminates pedagogical leakage (premature answer disclosure) through strict mediation and component attribution, though this enhanced safety comes at the cost of reduced helpfulness and does not guarantee universal semantic safety.

Original authors: Nizam Kadir

Published 2026-08-04
📖 1 min read☕ Coffee break read

Original authors: Nizam Kadir

Original paper licensed under CC BY 4.0 (http://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

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