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A Picture Is Worth a Graph: Blueprint Debate on Graph for Multimodal Reasoning
March 25, 2024, 4:47 a.m. | Changmeng Zheng, Dayong Liang, Wengyu Zhang, Xiao-Yong Wei, Tat-Seng Chua, Qing Li
cs.CL updates on arXiv.org arxiv.org
Abstract: This paper presents a pilot study aimed at introducing multi-agent debate into multimodal reasoning. The study addresses two key challenges: the trivialization of opinions resulting from excessive summarization and the diversion of focus caused by distractor concepts introduced from images. These challenges stem from the inductive (bottom-up) nature of existing debating schemes. To address the issue, we propose a deductive (top-down) debating approach called Blueprint Debate on Graphs (BDoG). In BDoG, debates are confined to …
abstract agent arxiv challenges concepts cs.ai cs.cl cs.ma cs.mm focus graph images key multi-agent multimodal opinions paper pilot reasoning study summarization type
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