R³L combines reflect-then-retry exploration, pivotal credit assignment, and positive amplification in RL for LLMs, reporting 5-52% relative gains on agentic and reasoning tasks with stable training.
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R$^3$L: Reflect-then-Retry Reinforcement Learning with Language-Guided Exploration, Pivotal Credit, and Positive Amplification
R³L combines reflect-then-retry exploration, pivotal credit assignment, and positive amplification in RL for LLMs, reporting 5-52% relative gains on agentic and reasoning tasks with stable training.