Author

Mei-Ling Tao

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Preprint Aug 2026

Intent-Driven Situation Tracking for User-Centric Multi-Turn Agents

Intent-Driven Situation States (IDSS) is proposed, a training-free framework that maintains an explicit situation state alongside the dialogue that allows agents to avoid infeasible actions, advance dependent goals, and reuse relevant information without repeatedly searching raw history.

Mei-Ling Tao, Yiling Tao, Peng Wang · 0 citations