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State Key Laboratory of Cognitive Intelligence, Hefei, China, iFLYTEK AI Research, Beijing, China, State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, China
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Multimodal LLMs sometimes perform *worse* on chemistry problems when given images, revealing surprising failures in vision-language fusion.