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most citedUnderstanding and Testing Generalization of Deep Networks on Out-of-Distribution Data

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cs.CL2026

Towards Proactive Detection of User-Side Implicit Conflicts in Human-LLM Dialogue

Jinqiang Wang, Tao Zhu, Huansheng Ning

In Human-LLM dialogue, follow-up user utterances may implicitly conflict with earlier intents, leading the LLM to misinterpret user needs and generate inappropriate responses. A re…