On-policy self-distillation (OPSD) trains a student on next-token targets from a teacher, a frozen copy of the student that additionally receives privileged information, such as a worked solution, hidden from the student. Whether student gains reflect that information remains unclear. Taking the worked solution as priv...
Clinical speech reveals identity through both spoken identifiers and voice, yet its pauses, delivery, and speaker roles can also carry useful clinical evidence. Protecting that speech therefore requires more than preserving its words. We present AegisVox, a factorized framework that assigns consistent surrogate voices...
Praphul Singh, Akshat Agarwal, Ratul Ghosh et al.· 0 citations
ContacTEVAL is a diagnostic framework for making procedural conformance auditable rather than implicit in final-answer quality, turning omissions, wrong branches, ordering errors, extra actions, invariant breaches, and output-contract violations into distinct conformance failures.
Praphul Singh, Shanu Kumar, Akshat Agarwal et al.· 0 citations
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