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Soochow University
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Tool-integrated reasoning models often stubbornly stick to their own (wrong) answers, even when a tool provides the correct solution.
Rewriting dialogue context based on both discourse coherence *and* response quality substantially improves multi-party dialogue generation, outperforming methods relying solely on dialogue structure.
Conversational search can be dramatically improved by aligning query rewriting with retrieval and response preferences, leading to better results even out-of-distribution.
