Beyond 'Aha!': Toward Systematic Meta-Abilities Alignment in Large Reasoning Models Paper • 2505.10554 • Published May 15 • 119
Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL Paper • 2505.02391 • Published May 5 • 25
BOLT: Bootstrap Long Chain-of-Thought in Language Models without Distillation Paper • 2502.03860 • Published Feb 6 • 24
BOLT: Bootstrap Long Chain-of-Thought in Language Models without Distillation Paper • 2502.03860 • Published Feb 6 • 24
Reward-Guided Speculative Decoding for Efficient LLM Reasoning Paper • 2501.19324 • Published Jan 31 • 40
Offline Reinforcement Learning for LLM Multi-Step Reasoning Paper • 2412.16145 • Published Dec 20, 2024 • 39
MathHay: An Automated Benchmark for Long-Context Mathematical Reasoning in LLMs Paper • 2410.04698 • Published Oct 7, 2024 • 13
Spurious Feature Diversification Improves Out-of-distribution Generalization Paper • 2309.17230 • Published Sep 29, 2023
Iterative Preference Learning from Human Feedback: Bridging Theory and Practice for RLHF under KL-Constraint Paper • 2312.11456 • Published Dec 18, 2023 • 1