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13 Jan 2026

Paper summary

Paper summary: BabyVision: Visual Reasoning Beyond Language

BabyVision tests core visual abilities that don't depend on language, which young children handle easily; the best model tested (Gemini3-Pro-Preview) scores 49.7, behind 6-year-olds and far behind adults' 94.1.

  • Multimodal LLMs lean on language knowledge to cover for weak basic vision.
  • Leading models fall below 6-year-old children on these tasks.

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