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    "story_id": "mp-2026-08-28-016",
    "source_story_id": "tmp-sidebar-table-pixels",
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    "edition_url": "https://themachinepress.com/edition/2026-08-28",
    "position": 18,
    "story_type": "ticker",
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    "headline": "A Tiny Table Was Good Enough to Find the Right Table",
    "slug": "a-tiny-table-was-good-enough-to-find-the-right-table",
    "dek": "Pixel compression first routes the question, then restores only relevant tables at native resolution.",
    "summary": "Pixel compression first routes the question, then restores only relevant tables at native resolution.",
    "body_text": "On long documents, the two-step method used 41 percent fewer total tokens and gained seven accuracy points over one-step native-resolution QA. Heavy downscaling hurt direct reading but preserved enough signal for table selection in the reported benchmarks.",
    "why_it_matters": "Pixel compression first routes the question, then restores only relevant tables at native resolution.",
    "limitations": [],
    "importance": 6,
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    "first_published_at": "2026-08-28T09:00:00.000-04:00",
    "modified_at": "2026-08-28T09:00:00.000-04:00",
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        "text": "Pixel compression first routes the question, then restores only relevant tables at native resolution.",
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        "qualification": null
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    "tags": [
      "tables",
      "visual tokens",
      "document QA"
    ],
    "image_url": null,
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-08-28-018",
      "title": "arXiv preprint 2608.26949",
      "publisher": "arXiv",
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      "published_at": "2026-08-27T06:50:13.000-04:00",
      "accessed_at": "2026-08-28T08:15:00.000-04:00",
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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": "A Tiny Table Was Good Enough to Find the Right Table",
    "publisher": "The Machine Press",
    "published_at": "2026-08-28T09:00:00.000-04:00",
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