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MT models show a troubling bias towards US content, with specialized models proving less robust across diverse locales.
Multimodal language models are fluent liars: they produce convincing procedural video captions that are often factually incomplete, with systematic omissions and role-level inconsistencies exposed by video-grounded verification.