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Zhoujin Tian

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#artificial intelligence Preprint Oct 2026

You Changed Your Mind, The Model Didn't: Demystifying Intent in Multi-Turn Dialogue

When a large language model handles a multi-turn task and a user proposes a change but ultimately rejects it, the model should continue as if nothing changed. We find a surprising failure: merely mentioning a rejected change can derail task execution, even when the user's final intent remains unchanged. To systematical...

Junle Chen, Wei Chen, Zheng-Jun Huang et al. · 0 citations
Jul 2026

Beyond Retrieval: Analytic Memory for Multimodal Agents

This paper presents AdaMM, a framework that jointly supports retrieval and analytic memory that extracts provenance-linked attribute-value observations from dialogue, images, and contextual metadata, discovers recurring field structures, and materializes them for analytical access.

Zhoujin Tian, Yao Tian, Hao Zhang et al. · 1 citation

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