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Haw-Shiuan Chang

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#natural language process... Preprint Mar 2026

PROMPT2BOX:Improving LLM Weakness Discovery and Specificity Estimation by Uncovering Entailment Structure among Prompts

To discover the weaknesses of LLMs, researchers often embed prompts into a vector space and cluster them to extract insightful patterns. However, vector embeddings primarily capture topical similarity; as a result, prompts that share a topic but differ in specificity, and consequently in difficulty, are often represent...

Neeladri Bhuiya, S. Dasgupta, Andrew McCallum et al. · 0 citations
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 i...

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

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