#planning-optimization News & Analysis

Plan Then Action:High-Level Planning Guidance Reinforcement Learning for LLM Reasoning

Researchers propose PTA-GRPO, a two-stage framework that enhances LLM reasoning by combining high-level planning with reinforcement learning. The method first guides models to summarize reasoning into compact guidance, then uses this guidance to optimize both final outputs and reasoning quality, demonstrating consistent improvements across ten benchmarks.