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VQA
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Findings
IC-457
All four tested VLM decoders are heavily text-centric when generating answers, with text modality contributing 85-97% of the prediction signal
[eval]
IC-458
Most VLM decoders show negative CC-SHAP on VALSE multiple-choice, indicating their explanations are less self-consistent than their answers, driven by a shift from text-dominant to image-dominant processing
[eval]