{
  "id": 6382921,
  "title": "Canonical Color as a Lens into Concept Decodability in Vision Encoders and VLMs",
  "url": "https://urgent.news/2026/09/08/canonical-color-as-a-lens-into-concept-decodability-in-vision",
  "topic": "ai",
  "section": "AI",
  "published": "2026-09-08T17:50:09.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2609.09124v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Visual encoders construct a representation of the image input for Vision-Language models. How much conceptual, as opposed to immediately visible, information does this representation contain? We use canonical color as a controlled test case to ask whether vision encoders make canonical-color information linearly accessible, even when color is removed from the input image. We construct a dataset…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}