{
  "schema_version": 1,
  "title": "Reproduction: What Characterizes Effective Reasoning? Revisiting Length, Review, and Structure of CoT",
  "emoji": "🎯",
  "space_id": "Alogotron/repro-effective-reasoning-cot",
  "paper": {
    "arxiv_id": "2509.19284"
  },
  "tags": [
    "icml2026-repro",
    "paper-WtgQOtmw9N"
  ],
  "updated_at": "2026-07-29T20:26:15+00:00",
  "root": {
    "slug": "index",
    "title": "Reproduction: What Characterizes Effective Reasoning? Revisiting Length, Review, and Structure of CoT",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "executive-summary",
        "title": "executive-summary",
        "file": "pages/executive-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-1-longer-cot-lower-accuracy",
        "title": "claim-1-longer-cot-lower-accuracy",
        "file": "pages/claim-1-longer-cot-lower-accuracy/page.md",
        "children": []
      },
      {
        "slug": "claim-2-failed-step-fraction-strongest-metric",
        "title": "claim-2-failed-step-fraction-strongest-metric",
        "file": "pages/claim-2-failed-step-fraction-strongest-metric/page.md",
        "children": []
      },
      {
        "slug": "claim-3-structural-features-characterize-reasoning",
        "title": "claim-3 — FSF ranking at test time (pass@1 gains)",
        "file": "pages/claim-3-structural-features-characterize-reasoning/page.md",
        "children": []
      },
      {
        "slug": "claim-4-token-metrics-unreliable-predictors",
        "title": "claim-4 — CoT editing (remove failed branches) improves accuracy",
        "file": "pages/claim-4-token-metrics-unreliable-predictors/page.md",
        "children": []
      },
      {
        "slug": "claim-5-graphviz-based-reasoning-structure-extraction-compilation-rate",
        "title": "Claim 5: Graphviz-based reasoning-structure extraction compilation rate",
        "file": "pages/claim-5-graphviz-based-reasoning-structure-extraction-compilation-rate/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
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  "revision": "1785356775465921944"
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