Critic-Guided Heterogeneous Multi-Agent Reasoning for Reliable Mathematical Problem Solving 事件

Critic-Guided Heterogeneous Multi-Agent Reasoning for Reliable Mathematical Problem Solving arXiv:2606.05704v1 Announce Type: new Abstract: Recent Large Language Models (LLMs) have shown impressive reasoning abilities; but they are still susceptible to hallucinations, intermediate reasoning mistakes, and unreliable reasoning results in complex mathematical reasoning problems. In this study, we introduce a critic-based heterogeneous multi-agent approach to improve the dependability of mathematic