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VLMs can pinpoint frame-level anomalies but falter at detecting temporal inconsistencies, revealing a critical limitation in their reasoning capabilities.
VLMs are more easily swayed by misleading text than you think, and their impressive reasoning chains can mask, rather than reveal, this over-reliance on language.
Multimodal LLMs can spot subtle sexism as well as humans, but still miss the visual cues when multiple types of sexism occur together.