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    "headline": "Worst-Case Scoring Moved AI Risk Ratings by Up to 37 Points",
    "slug": "worst-case-scoring-moved-ai-risk-ratings-by-up-to-37-points",
    "dek": "An open dashboard lets users trace four EU Code of Practice risk categories back to 19 benchmarks.",
    "summary": "An open dashboard lets users trace four EU Code of Practice risk categories back to 19 benchmarks.",
    "body_text": "The Systemic Risk Index organizes 19 public benchmarks into CBRN, cyber offense, harmful manipulation and loss-of-control categories from the EU GPAI Code of Practice. Across 18 models, changing from average to worst-case aggregation lowered scores by 14 to 37 points, showing how a summary choice can hide weak areas. A blind audit found 83% of sampled benchmark transformations preserved the original harm. The tool is an open evidence interface, not an official EU compliance determination.",
    "why_it_matters": "An open dashboard lets users trace four EU Code of Practice risk categories back to 19 benchmarks.",
    "limitations": [
      "The tool is an open evidence interface, not an official EU compliance determination."
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        "text": "An open dashboard lets users trace four EU Code of Practice risk categories back to 19 benchmarks.",
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        "qualification": "The tool is an open evidence interface, not an official EU compliance determination."
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    "tags": [
      "EU AI Act",
      "systemic risk",
      "benchmarks"
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    {
      "source_id": "source-2026-09-24-003",
      "title": "arXiv preprint 2609.28335",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2609.28335",
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      "published_at": "2026-09-23T12:13:36.000-04:00",
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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": "Worst-Case Scoring Moved AI Risk Ratings by Up to 37 Points",
    "publisher": "The Machine Press",
    "published_at": "2026-09-24T09:00:00.000-04:00",
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