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#active-interaction

ProactiveLLM: Learning Active Interaction for Streaming Large Language Models

arXiv cs.CL · 2026-06-02 Cached

ProactiveLLM introduces a method for streaming LLMs to actively decide when to generate output based on endogenous cues, using mask-based streaming modeling and synchronized privileged self-distillation, reducing latency without external annotations.

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#active-interaction

AIPO: : Learning to Reason from Active Interaction

arXiv cs.CL · 2026-05-12 Cached

This paper introduces AIPO, a reinforcement learning framework that enhances LLM reasoning by allowing the model to actively consult collaborative agents during exploration to overcome capability boundaries.

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