Beyond Policy Optimization: A Data Curation Flywheel for Sparse-Reward Long-Horizon Planning

Yutong Wang, Pengliang Ji, Kaixin Li +3

Large Language Reasoning Models have demonstrated remarkable success on static tasks, yet their application to multi-round agentic planning in interactive environments faces two fu…