The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning Paper • 2601.06002 • Published Jan 9 • 60
DLER: Doing Length pEnalty Right - Incentivizing More Intelligence per Token via Reinforcement Learning Paper • 2510.15110 • Published Oct 16, 2025 • 18
Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning Paper • 2506.01939 • Published Jun 2, 2025 • 190
