AINeutralarXiv – CS AI · 6d ago6/10
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CFMS: A Coarse-to-Fine Multimodal Synthesis Framework for Enhanced Tabular Reasoning
Researchers introduce CFMS, a two-stage framework combining multimodal large language models with symbolic reasoning to improve tabular data comprehension for question answering and fact verification tasks. The approach achieves competitive results on WikiTQ and TabFact benchmarks while demonstrating particular robustness with large tables and smaller model architectures.