Video LLM benchmark scores are inflated by language-prior and static-frame questions; VBenchComp separates those from true temporal questions and shows a trimmed core subset preserves rankings.
Palm: Scaling language modeling with pathways.JMLR, 2023
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Breaking Down Video LLM Benchmarks: Knowledge, Spatial Perception, or True Temporal Understanding?
Video LLM benchmark scores are inflated by language-prior and static-frame questions; VBenchComp separates those from true temporal questions and shows a trimmed core subset preserves rankings.