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TSR Boosts Multi-Turn RL for LLM Agents

TSR Boosts Multi-Turn RL for LLM Agents
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📄閱讀原文: ArXiv AI
#research#tsr#llm-agentstsr

⚡ 30-Second TL;DR

有什麼變化

Lightweight search for better per-turn actions

為什麼重要

TSR shifts search to training rollouts, enabling stronger multi-turn agents efficiently. Complements existing RL methods, reducing mode collapse in stochastic environments. Potential for broader LLM agent adoption in complex tasks.

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關鍵要點

  • Lightweight search for better per-turn actions
  • Optimizer-agnostic, pairs with PPO/GRPO
  • 15% gains, stable learning on sparse rewards
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原始來源: ArXiv AI

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