Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models Paper • 2601.14004 • Published 2 days ago • 41
Gold-Medal-Level Olympiad Geometry Solving with Efficient Heuristic Auxiliary Constructions Paper • 2512.00097 • Published Nov 27, 2025 • 2
Beyond the Exploration-Exploitation Trade-off: A Hidden State Approach for LLM Reasoning in RLVR Paper • 2509.23808 • Published Sep 28, 2025 • 47
Beyond Pass@1: Self-Play with Variational Problem Synthesis Sustains RLVR Paper • 2508.14029 • Published Aug 19, 2025 • 118
TL;DR: Too Long, Do Re-weighting for Effcient LLM Reasoning Compression Paper • 2506.02678 • Published Jun 3, 2025 • 5
Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs Paper • 2506.14245 • Published Jun 17, 2025 • 45
SwS: Self-aware Weakness-driven Problem Synthesis in Reinforcement Learning for LLM Reasoning Paper • 2506.08989 • Published Jun 10, 2025 • 14