Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs Paper • 2501.18585 • Published 11 days ago • 51
Improving Multi-Step Reasoning Abilities of Large Language Models with Direct Advantage Policy Optimization Paper • 2412.18279 • Published Dec 24, 2024
Step-KTO: Optimizing Mathematical Reasoning through Stepwise Binary Feedback Paper • 2501.10799 • Published 23 days ago • 14
Reward-Guided Speculative Decoding for Efficient LLM Reasoning Paper • 2501.19324 • Published 10 days ago • 34
Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding Paper • 2411.04282 • Published Nov 6, 2024 • 33
SuperCorrect: Supervising and Correcting Language Models with Error-Driven Insights Paper • 2410.09008 • Published Oct 11, 2024 • 17
Subtle Errors Matter: Preference Learning via Error-injected Self-editing Paper • 2410.06638 • Published Oct 9, 2024