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SyRuP, a decoding-time framework for improving system-prompt adherence while keeping the base LM frozen, and explicit token-level guidance are introduced, suggest that explicit token-level guidance is an effective and practical mechanism for reliable system-prompt following.
PersonaLink is introduced, a training-free method that distills a user's history into a bounded three-field persona and recursively refines it: each pass self-evaluates the frozen agent on a held-out slice of the user's own labeled history, rewrites the persona from its errors, and keeps the result only when it does no...
SyRuP is introduced, a decoding-time framework for improving system-prompt adherence while keeping the base LM frozen, and results suggest that explicit token-level guidance is an effective and practical mechanism for reliable system-prompt following.
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