BudgetMix RL: What Multi-Turn Reinforcement Learning Really Improves in LLM Agents

BudgetMix RL: What Multi-Turn Reinforcement Learning Really Improves in LLM Agents Teams training LLM agents with multi-turn reinforcement learning usually report one number: success rate on a long-horizon benchmark. A new paper, What Does Multi-Turn Reinforcement Learning Really Improve in LLM Age…

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1. 2026-11-05 18:05 · DEV Community — Machine Learning
   BudgetMix RL: What Multi-Turn Reinforcement Learning Really Improves in LLM Agents