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Hamed Zamani

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Preprint Aug 2026

UNSPECIFIC: General Constraint Synthesis for Breaking Copy-and-Paste Shortcut in LLM Instruction Following

UNSPECIFIC is a novel framework that synthesizes constraints common to two similar reference articles to reduce copy-pasting, selectively hardens only trivially satisfied constraints to balance difficulty and naturalness, and evaluates satisfaction on both the generated article and its summary to penalize superficial instruction following.

J. Sharma, Balpreet Kaur, Jeremiah Hong et al. · 0 citations