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  "story": {
    "story_id": "mp-2026-11-12-014",
    "source_story_id": "tmp-story-cot-monitoring-disclosures",
    "edition_id": "mp-2026-11-12-morning-0125",
    "edition_url": "https://themachinepress.com/edition/2026-11-12",
    "position": 14,
    "story_type": "dispatch",
    "section": "policy-regulation",
    "editorial_classification": "editorial",
    "headline": "Chain-of-Thought Monitoring Gets a Disclosure Checklist",
    "slug": "chain-of-thought-monitoring-gets-a-disclosure-checklist",
    "dek": "A proposal identifies five indicators for tracking whether model reasoning remains accessible, natural, faithful and useful to monitors.",
    "summary": "A proposal identifies five indicators for tracking whether model reasoning remains accessible, natural, faithful and useful to monitors.",
    "body_text": "The paper proposes five disclosure indicators covering the chain on which chain-of-thought monitoring depends: third-party access and architecture information, reasoning quality, and monitoring effectiveness. An audit of public reporting by three frontier developers found that none covered the full set, although each proposed indicator had appeared somewhere. Because existing evidence is largely developer-generated, the authors call for a deeper cross-developer audit by embedded evaluators or an independent verification organization. This is a governance proposal and disclosure audit, not evidence that chain-of-thought monitoring is sufficient by itself.",
    "why_it_matters": "A proposal identifies five indicators for tracking whether model reasoning remains accessible, natural, faithful and useful to monitors.",
    "limitations": [
      "This is a governance proposal and disclosure audit, not evidence that chain-of-thought monitoring is sufficient by itself."
    ],
    "importance": 7,
    "canonical_url": "https://themachinepress.com/story/mp-2026-11-12-014/chain-of-thought-monitoring-gets-a-disclosure-checklist",
    "json_url": "https://themachinepress.com/story/mp-2026-11-12-014.json",
    "first_published_at": "2026-11-12T09:00:00.000-05:00",
    "modified_at": "2026-11-12T09:00:00.000-05:00",
    "content_status": "new",
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    "carryover_reason": null,
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        "text": "A proposal identifies five indicators for tracking whether model reasoning remains accessible, natural, faithful and useful to monitors.",
        "source_ids": [
          "source-2026-11-12-014"
        ],
        "qualification": "This is a governance proposal and disclosure audit, not evidence that chain-of-thought monitoring is sufficient by itself."
      }
    ],
    "source_ids": [
      "source-2026-11-12-014"
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    "tags": [
      "monitoring",
      "transparency",
      "chain-of-thought",
      "governance"
    ],
    "image_url": null,
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-11-12-014",
      "title": "arXiv:2611.13873v1",
      "publisher": "arXiv / Cornell University",
      "url": "https://arxiv.org/abs/2611.13873v1",
      "canonical_url": "https://arxiv.org/abs/2611.13873v1",
      "source_type": "primary_research",
      "is_primary_source": true,
      "published_at": "2026-11-10T05:33:11.000-05:00",
      "accessed_at": "2026-11-12T08:24:40.465-05:00",
      "supports_claim_ids": [
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  "corrections": [],
  "publisher": {
    "name": "The Machine Press",
    "url": "https://themachinepress.com",
    "description": "A daily newspaper for the age of artificial intelligence."
  },
  "cite_this_report": {
    "title": "Chain-of-Thought Monitoring Gets a Disclosure Checklist",
    "publisher": "The Machine Press",
    "published_at": "2026-11-12T09:00:00.000-05:00",
    "canonical_url": "https://themachinepress.com/story/mp-2026-11-12-014/chain-of-thought-monitoring-gets-a-disclosure-checklist"
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