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arxiv_cs_ai ยท Nov 7, 2026 ยท paper

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TurnFlow: Benchmarking User-State Reasoning in Multi-Turn LLM Agents via Scene-Guided User Simulation

arxiv.orgNov 7, 2026
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Large Language Models (LLMs) are increasingly deployed through conversational interfaces, yet strong single-turn performance does not imply reliability in multi-turn settings. Multi-turn assistance requires a model to...

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