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  "source_url": "https://www.honesty.tools/papers/floor/",
  "title": "FLOOR: preprint draft · Honesty.tools",
  "summary": "Preprint draft, version 2026-10-27, not peer reviewed. FLOOR certifies whether a labelled benchmark split carries surface cues. Applied to 19 datasets: 1 certified, 18 not certifiable.",
  "status": "Published public page; research and product status remains as stated in the source text.",
  "published_at": null,
  "updated_at": null,
  "last_verified_at": null,
  "date_basis": "No normalized editorial or research-verification date asserted. Dated statements remain in the source text.",
  "verification_basis": "Static authored content from the public HTML. Interactive outputs are not simulated. Source-specific research, product and evidence limits remain in the text; this export is not new verification.",
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  "source_revision_basis": "Public source HTML excluding generated representation links and head metadata; a content revision, not a research verification.",
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    {
      "label": "PR #21",
      "url": "https://github.com/techno-optimist/honestytools/pull/21"
    },
    {
      "label": "Download PDF",
      "url": "https://www.honesty.tools/papers/floor/floor_preprint_2026-10-27_revised.pdf"
    },
    {
      "label": "Cite",
      "url": "https://www.honesty.tools/papers/floor/#cite"
    },
    {
      "label": "Certificates",
      "url": "https://www.honesty.tools/papers/floor/#certificates"
    },
    {
      "label": "FLOOR status table",
      "url": "https://www.honesty.tools/floor"
    },
    {
      "label": "honestytools repository",
      "url": "https://github.com/techno-optimist/honestytools"
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    {
      "label": "All FLOOR v1 certificates ↗",
      "url": "https://github.com/techno-optimist/honestytools/tree/f1f2cde9714dacc62ad9e642d4cf3b3ca4cb0119/benchmark/certified/floor-v1"
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    {
      "label": "The certified set: aperture/postcutoff-trials-v1 ↗",
      "url": "https://github.com/techno-optimist/honestytools/blob/f1f2cde9714dacc62ad9e642d4cf3b3ca4cb0119/benchmark/certified/floor-v1/aperture__postcutoff-trials-v1/certificate.json"
    },
    {
      "label": "truthfulqa-binary ↗",
      "url": "https://github.com/techno-optimist/honestytools/blob/f1f2cde9714dacc62ad9e642d4cf3b3ca4cb0119/benchmark/certified/truthfulqa-binary/certificate.json"
    },
    {
      "label": "aperture/knowledge-prominence-v3 ↗",
      "url": "https://github.com/techno-optimist/honestytools/blob/f1f2cde9714dacc62ad9e642d4cf3b3ca4cb0119/benchmark/certified/knowledge-prominence-v3/certificate/certificate.json"
    },
    {
      "label": "TruthfulQA option B rewrite pilot ↗",
      "url": "https://github.com/techno-optimist/honestytools/tree/f1f2cde9714dacc62ad9e642d4cf3b3ca4cb0119/benchmark/certified/truthfulqa-binary/optb-pilot"
    },
    {
      "label": "Status table on /floor",
      "url": "https://www.honesty.tools/floor#status"
    },
    {
      "label": "Revised 2026-10-27",
      "url": "https://www.honesty.tools/papers/floor/floor_preprint_2026-10-27_revised.pdf"
    },
    {
      "label": "First draft 2026-10-27",
      "url": "https://www.honesty.tools/papers/floor/floor_preprint_2026-10-27.pdf"
    }
  ],
  "claims": null,
  "limitations": [
    "Static authored content from the public HTML. Interactive outputs are not simulated. Source-specific research, product and evidence limits remain in the text; this export is not new verification."
  ],
  "corrections": [],
  "supersedes": [],
  "representations": {
    "html": "https://www.honesty.tools/papers/floor/",
    "markdown": "/page-text/papers--floor.md",
    "metadata": "/page-data/papers--floor.json"
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