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    "story_id": "mp-2026-08-15-019",
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    "headline": "The Medical Model Read the Choices Better Than the Image",
    "slug": "the-medical-model-read-the-choices-better-than-the-image",
    "dek": "A Polish board-exam benchmark found visual-language models underused image evidence and stayed above chance without key inputs.",
    "summary": "A Polish board-exam benchmark found visual-language models underused image evidence and stayed above chance without key inputs.",
    "body_text": "The best tested model reached 79 percent on the full visual-question set, but most systems lagged the available human reference on a response subset. Models performed worse when images carried the answer and still exploited answer-choice cues without the image or question.",
    "why_it_matters": "A Polish board-exam benchmark found visual-language models underused image evidence and stayed above chance without key inputs.",
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    "importance": 7,
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    "first_published_at": "2026-08-15T09:00:00.000-04:00",
    "modified_at": "2026-08-15T09:00:00.000-04:00",
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    "tags": [
      "medical AI",
      "visual question answering",
      "Polish",
      "benchmark"
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    "image_url": null,
    "corrections": []
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  "sources": [
    {
      "source_id": "source-2026-08-15-021",
      "title": "arXiv preprint 2608.12928",
      "publisher": "arXiv",
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      "published_at": "2026-08-13T04:07:22.000-04:00",
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  "publisher": {
    "name": "The Machine Press",
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    "description": "A daily newspaper for the age of artificial intelligence."
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  "cite_this_report": {
    "title": "The Medical Model Read the Choices Better Than the Image",
    "publisher": "The Machine Press",
    "published_at": "2026-08-15T09:00:00.000-04:00",
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