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    "story_id": "mp-2026-08-08-010",
    "source_story_id": "tmp-story-multilingual-reasoning-pivots",
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    "headline": "Distillation Followed the Tokens That Changed the Reasoning",
    "slug": "distillation-followed-the-tokens-that-changed-the-reasoning",
    "dek": "RP-OPSD concentrates teacher guidance around pivots that advance or redirect a solution across seventeen languages.",
    "summary": "RP-OPSD concentrates teacher guidance around pivots that advance or redirect a solution across seventeen languages.",
    "body_text": "RP-OPSD estimates reasoning pivots from the distributional shift between teacher views with and without an English reference solution, then concentrates privileged distillation and reference anchoring around those points. Across mathematical reasoning benchmarks in 17 languages and multiple difficulty levels, the authors report gains over their multilingual and on-policy self-distillation baselines. The findings concern benchmark transfer and token-level analysis, not broad fluency or cultural competence.",
    "why_it_matters": "RP-OPSD concentrates teacher guidance around pivots that advance or redirect a solution across seventeen languages.",
    "limitations": [
      "The findings concern benchmark transfer and token-level analysis, not broad fluency or cultural competence."
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        "text": "RP-OPSD concentrates teacher guidance around pivots that advance or redirect a solution across seventeen languages.",
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        "qualification": "The findings concern benchmark transfer and token-level analysis, not broad fluency or cultural competence."
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    "tags": [
      "multilingual AI",
      "reasoning",
      "distillation"
    ],
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    "corrections": []
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  "sources": [
    {
      "source_id": "source-2026-08-08-010",
      "title": "arXiv preprint 2608.06347",
      "publisher": "arXiv",
      "url": "https://arxiv.org/abs/2608.06347",
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    "name": "The Machine Press",
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    "description": "A daily newspaper for the age of artificial intelligence."
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    "title": "Distillation Followed the Tokens That Changed the Reasoning",
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