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Texas A&M University
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VideoLLMs are surprisingly bad at keeping track of who did what, frequently mixing up actions across different video segments like a confused movie editor.
CLIP models suffer from a surprisingly strong "center bias," causing them to miss important objects outside the image's central region, even when those objects are crucial for accurate vision-language understanding.