Encoded but Not Routed: Explaining the Table-Chart Gap in Scientific Claim Verification 事件

Encoded but Not Routed: Explaining the Table-Chart Gap in Scientific Claim Verification arXiv:2606.01679v1 Announce Type: new Abstract: Multimodal LLMs are increasingly used to assist scientific peer review, where a core requirement is verifying whether claims in a paper are supported by its evidence. Prior work has shown that models perform substantially better at this task when the evidence is a table than when it is a chart of the same underlying data. This raises the question of whether mod