Peizhi Ying
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126
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HCI×1AI×1
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2026
Making Multimodal LLMs Reliable Chart Data Extractors: A Benchmark and Training Framework
The paper builds a benchmark to evaluate the ability of multimodal large language models to extract accurate data tables from chart images, and proposes a human-centered approach to improve numerical accuracy.
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cs.HCcs.AIEmpiricalRecentJun 29, 2026
Making Multimodal LLMs Reliable Chart Data Extractors: A Benchmark and Training Framework
Yuchen He, Peizhi Ying, Liqi Cheng, Kuilin Peng +3 more
The paper builds a benchmark to evaluate the ability of multimodal large language models to extract accurate data tables from chart images, and proposes a human-centered approach to improve numerical…
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