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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Guo-Xiang Ren

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Preprint Sep 2026

Target-Checked Reliability Score Refinement for Video Question Answering

Video-language models can answer multiple-choice questions with high confidence yet be wrong. We study whether answer-level reliability scores can be improved under target shift without retraining the models or changing their answers. We collect option-probability lists from three fixed video-language models under four...

Guo-Xiang Ren, Rohitash Chandra · 0 citations

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