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    "section": "benchmarks-evals",
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    "headline": "The Olympiad Rubric Became the Benchmark",
    "slug": "the-olympiad-rubric-became-the-benchmark",
    "dek": "ScienceArena digitizes recent physics, chemistry and biology competitions with medalist-audited process-credit scoring.",
    "summary": "ScienceArena digitizes recent physics, chemistry and biology competitions with medalist-audited process-credit scoring.",
    "body_text": "Fourteen models were evaluated on public multi-step exams. Top systems reached medal-equivalent rubric scores on several competitions, while chemistry, visual grounding and long-horizon consistency remained bottlenecks; two calibrated judges stayed within one point of expert totals in the reported audit.",
    "why_it_matters": "ScienceArena digitizes recent physics, chemistry and biology competitions with medalist-audited process-credit scoring.",
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      "science reasoning",
      "benchmarks",
      "olympiads"
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  "sources": [
    {
      "source_id": "source-2026-09-01-018",
      "title": "arXiv preprint 2608.30517",
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      "published_at": "2026-08-31T05:52:29.000-04:00",
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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 Olympiad Rubric Became the Benchmark",
    "publisher": "The Machine Press",
    "published_at": "2026-09-01T09:00:00.000-04:00",
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