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    "story_id": "mp-2026-09-05-017",
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    "edition_url": "https://themachinepress.com/edition/2026-09-05",
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    "headline": "Ninety-Four Percent Recognition Fell to Fifty-Six Percent Culture",
    "slug": "ninety-four-percent-recognition-fell-to-fifty-six-percent-culture",
    "dek": "Models knew dish names better than they could connect cooking images to Chinese regional cuisines.",
    "summary": "Models knew dish names better than they could connect cooking images to Chinese regional cuisines.",
    "body_text": "CulturalMenuBench contains 4,870 items in ten languages across eighteen regions. Twelve models that topped 94% on standard multiple choice reached at most 56% on regional attribution, and names beat images by 7–18 points.",
    "why_it_matters": "Models knew dish names better than they could connect cooking images to Chinese regional cuisines.",
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    "importance": 7,
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        "text": "Models knew dish names better than they could connect cooking images to Chinese regional cuisines.",
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    "source_ids": [
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    "tags": [
      "multimodal AI",
      "cultural knowledge"
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    "image_url": null,
    "corrections": []
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  "sources": [
    {
      "source_id": "source-2026-09-05-019",
      "title": "arXiv preprint 2609.03526",
      "publisher": "arXiv",
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      "published_at": "2026-09-03T04:24:22.000-04:00",
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  "publisher": {
    "name": "The Machine Press",
    "url": "https://themachinepress.com",
    "description": "A daily newspaper for the age of artificial intelligence."
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  "cite_this_report": {
    "title": "Ninety-Four Percent Recognition Fell to Fifty-Six Percent Culture",
    "publisher": "The Machine Press",
    "published_at": "2026-09-05T09:00:00.000-04:00",
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