Beyond 'Aha!': Toward Systematic Meta-Abilities Alignment in Large Reasoning Models Paper • 2505.10554 • Published May 15, 2025 • 120
Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL Paper • 2505.02391 • Published May 5, 2025 • 25
Self-rewarding correction for mathematical reasoning Paper • 2502.19613 • Published Feb 26, 2025 • 82
BOLT: Bootstrap Long Chain-of-Thought in Language Models without Distillation Paper • 2502.03860 • Published Feb 6, 2025 • 25
Reward-Guided Speculative Decoding for Efficient LLM Reasoning Paper • 2501.19324 • Published Jan 31, 2025 • 39
Offline Reinforcement Learning for LLM Multi-Step Reasoning Paper • 2412.16145 • Published Dec 20, 2024 • 38
MathHay: An Automated Benchmark for Long-Context Mathematical Reasoning in LLMs Paper • 2410.04698 • Published Oct 7, 2024 • 13