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Hong-Xi Yang

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#natural language process... Preprint Sep 2026

SDARE-Bench: Evaluating Large Language Models on Conversational Stigma Detection and Response in Dyadic and Group Dialogue

SDARE-Bench is introduced, the first scenario-based benchmark evaluating both stigma detection and open-ended response generation in LLMs, comprising 1,138 dyadic queries and 1,388 group dialogue and identifies stigma response as a recurring LLM safety vulnerability, especially in socially complex conversational contex...

Stephanie Fong, Yi-Wen Jiang, Zi-Mu Wang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

VIBE-Bench: Evaluating Personalized Large Language Models When Profiles Don't Mean Preferences

VIBE-Bench is introduced, a benchmark with two psychology-grounded tasks, 3,504 personas and 12,239 dialogues, including a manually verified gold test set, and requires cross-concept preference reasoning beyond surface semantic overlap, establishing PRCM as a distinct failure regime in PLLMs and position VIBE-Bench as...

Yi-Wen Jiang, Yang Deng, Stephanie Fong et al. · 0 citations

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