Multi-agent Undercover Gaming: Hallucination Removal via Counterfactual Test for Multimodal Reasoning.

arXiv:2511.11182v2 Announce Type: replace Abstract: Hallucination continues to pose a major obstacle in the reasoning capabilities of large language models (LLMs). Although the Multi-Agent Debate (MAD) paradigm offers a promising solution by promoting consensu