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    "story_id": "mp-2026-08-28-007",
    "source_story_id": "tmp-story-eval-awareness-framing",
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    "edition_url": "https://themachinepress.com/edition/2026-08-28",
    "position": 7,
    "story_type": "dispatch",
    "section": "safety",
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    "headline": "The Model Knew Which Kind of Test It Was Taking",
    "slug": "the-model-knew-which-kind-of-test-it-was-taking",
    "dek": "Capabilities-flavored and safety-flavored evaluation awareness predicted sharply different compliance behavior.",
    "summary": "Capabilities-flavored and safety-flavored evaluation awareness predicted sharply different compliance behavior.",
    "body_text": "On Qwen3-32B and the FORTRESS dataset, capabilities framing predicted compliance 24 to 46 percentage points more often than safety framing across tested steering conditions. Ten of eleven chain-of-thought prefills moved compliance in the predicted direction, suggesting that one aggregate eval-awareness rate can conceal safety-relevant differences within this setup.",
    "why_it_matters": "Capabilities-flavored and safety-flavored evaluation awareness predicted sharply different compliance behavior.",
    "limitations": [],
    "importance": 8,
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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",
    "content_status": "new",
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        "text": "Capabilities-flavored and safety-flavored evaluation awareness predicted sharply different compliance behavior.",
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    "tags": [
      "evaluation awareness",
      "model behavior",
      "safety"
    ],
    "image_url": null,
    "corrections": []
  },
  "sources": [
    {
      "source_id": "source-2026-08-28-007",
      "title": "arXiv preprint 2608.27340",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2608.27340",
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      "source_type": "primary_research",
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      "published_at": "2026-08-27T12:41:48.000-04:00",
      "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": "The Model Knew Which Kind of Test It Was Taking",
    "publisher": "The Machine Press",
    "published_at": "2026-08-28T09:00:00.000-04:00",
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