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    "story_id": "mp-2026-08-31-004",
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    "section": "business-enterprise",
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    "headline": "Two Pooled Views Made Visual Documents Searchable",
    "slug": "two-pooled-views-made-visual-documents-searchable",
    "dek": "PULSAR indexes compact page summaries before exact rescoring across investment decks and diligence documents.",
    "summary": "PULSAR indexes compact page summaries before exact rescoring across investment decks and diligence documents.",
    "body_text": "The production system searches page images directly instead of refreshing OCR and figure descriptions for changing visual documents. On ViDoRe V3, the authors report 15.1-times lower median vector-search latency than an unpooled setup with less than 0.01 absolute loss in NDCG@10 and Recall@10; production median vector search was 156 milliseconds. The deployment report covers 2.4 million pages across more than 3,000 deals since March 2026, but the claims come from the operating organization and paper authors.",
    "why_it_matters": "PULSAR indexes compact page summaries before exact rescoring across investment decks and diligence documents.",
    "limitations": [],
    "importance": 8,
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    "tags": [
      "visual retrieval",
      "RAG",
      "enterprise search"
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    "image_url": null,
    "corrections": []
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  "sources": [
    {
      "source_id": "source-2026-08-31-004",
      "title": "arXiv preprint 2608.28572",
      "publisher": "arXiv",
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      "published_at": "2026-08-28T13:49:22.000-04:00",
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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": "Two Pooled Views Made Visual Documents Searchable",
    "publisher": "The Machine Press",
    "published_at": "2026-08-31T09:00:00.000-04:00",
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