| { |
| "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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