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Proactive Service Agents: A Unified Decision Framework, Methods, and Evaluation

Tang, Yan et al.
arXiv (All) · Papers
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Large language model agents can plan, invoke tools, and modify external states, yet most systems still take an explicit user instruction as a fixed starting point. Proactive service moves the decision upstream: an agent must infer service opportunities from incomplete environmental and user signals,
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