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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Owusu-Banahene Osei

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Preprint Aug 2026

How Do VLMs Behave When Blind or Misled? Behavioral Evaluation of VLMs on Scientific Figures

SciFigBench is introduced, a diagnostic VLM benchmark for scientific figure understanding that jointly evaluates perception, reasoning, and behavioral reliability under uncertainty and proposes the Admittance-Resistance-Inductance (A-R-I) framework to evaluate whether models acknowledge insufficient evidence, resist mi...

Paul Osemudiame Oamen, Owusu-Banahene Osei, Ananya Mukherjee et al. · 0 citations

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