Author

Jialong Liu

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Preprint Aug 2026

SRPO: Self-Reflective Policy Optimization for Long-Horizon Reasoning

Self-Reflective Policy Optimization (SRPO) enables LLMs to analyze their own completed trajectories, synthesize errors into concise"reflection patches," and use reflection-conditioned teacher scores on student on-policy rollouts as dense token-level training signals.

Jialong Liu, Yuling Shi, Ning Yang et al. · 1 citation