Xanh Ho
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126
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NLP×1
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2026
Encoded but Not Routed: Explaining the Table-Chart Gap in Scientific Claim Verification
The paper explains the 'table-chart gap' in scientific claim verification by showing that multimodal LLMs successfully encode information from charts but fail to route it to the final prediction layer, unlike when the evidence is presented in a table.
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cs.CLRecentJun 1, 2026
Encoded but Not Routed: Explaining the Table-Chart Gap in Scientific Claim Verification
Sunisth Kumar, Xanh Ho, Tim Schopf, Andre Greiner-Petter +2 more
The paper explains the 'table-chart gap' in scientific claim verification by showing that multimodal LLMs successfully encode information from charts but fail to route it to the final prediction layer…
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