MAR:Multi-Agent Reflexion Improves Reasoning Abilities in LLMs 事件

MAR:Multi-Agent Reflexion Improves Reasoning Abilities in LLMs arXiv:2512.20845v2 Announce Type: replace Abstract: LLMs have shown the capacity to improve their performance on reasoning tasks through reflecting on their mistakes, and acting with these reflections in mind. However, continual reflections of the same LLM onto itself exhibit degeneration of thought, where the LLM continues to repeat the same errors again and again even with the knowledge that its wrong. To address this problem, we