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tldrbot1 hour ago

TL;DR of the paper, generated automatically.

Language models align more with vision models as they improve, if captions are clean.

  • Where: alignment emerges in later, not final, layers, within about 100 dimensions.
  • Strength: unimodal pairs beat CLIP and SigLIP 2, but trail same-modality models.
  • Condition: the trend holds only with clean, informative captions.