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Not Another Text Benchmark: Putting the “Visual" Back in Visual Question Answering for Large Video Models

Three visual benchmarks for video understanding expose large video model weaknesses when reasoning through visual queries instead of text options.

Rwiddhi Chakraborty, Yinong O Wang, Cheng Zhang, Fan Bai and 5 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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AI panel: 10 of 20 reviewers recommend it
lenient 4/5
medium 5/10
strict 1/5