Edison Marrese-Taylor

Multilingual LMs encode a universal color-language geometry, but not a universal color-perception geometry, with perceptual grounding fading in later layers.

Evaluations reveal that current models struggle with long-range narrative integration and cultural reasoning, highlighting a critical gap in video understanding capabilities.