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cs.AI2025
Multi-agent Undercover Gaming: Hallucination Removal via Counterfactual Test for Multimodal Reasoning
Dayong Liang, Xiao-Yong Wei, Linhui Xiao +1
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 so…
cs.CV2025
Seeing Beyond the Scene: Enhancing Vision-Language Models with Interactional Reasoning
Dayong Liang, Changmeng Zheng, Zhiyuan Wen +3
Traditional scene graphs primarily focus on spatial relationships, limiting vision-language models' (VLMs) ability to reason about complex interactions in visual scenes. This paper…