logbook.json

{
  "schema_version": 1,
  "title": "Repro - Characterizing, Evaluating, and Optimizing Complex Reasoning",
  "emoji": "🎯",
  "space_id": "ParetoOptimal/repro-trm",
  "paper": {
    "arxiv_id": "2602.08498"
  },
  "tags": [
    "icml2026-repro",
    "paper-IMFgiWw4jd"
  ],
  "updated_at": "2026-07-17T12:28:29+00:00",
  "root": {
    "slug": "index",
    "title": "Repro - Characterizing, Evaluating, and Optimizing Complex Reasoning",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "paper-approach",
        "title": "Paper & approach",
        "file": "pages/paper-approach/page.md",
        "children": []
      },
      {
        "slug": "claim-5-best-of-n-on-aime",
        "title": "Claim 5: Best-of-N on AIME",
        "file": "pages/claim-5-best-of-n-on-aime/page.md",
        "children": []
      },
      {
        "slug": "claim-4-validation-accuracy-88-6",
        "title": "Claim 4: Validation accuracy 88.6%",
        "file": "pages/claim-4-validation-accuracy-88-6/page.md",
        "children": []
      },
      {
        "slug": "claim-2-dag-construction",
        "title": "Claim 2: DAG construction",
        "file": "pages/claim-2-dag-construction/page.md",
        "children": []
      },
      {
        "slug": "claim-1-me2-principle",
        "title": "Claim 1: ME2 principle",
        "file": "pages/claim-1-me2-principle/page.md",
        "children": []
      },
      {
        "slug": "claim-3-trm-training-bt-loss",
        "title": "Claim 3: TRM training (BT loss)",
        "file": "pages/claim-3-trm-training-bt-loss/page.md",
        "children": []
      },
      {
        "slug": "claim-6-trm-guided-rl",
        "title": "Claim 6: TRM-guided RL",
        "file": "pages/claim-6-trm-guided-rl/page.md",
        "children": []
      },
      {
        "slug": "trm-repro",
        "title": "trm-repro",
        "file": "pages/trm-repro/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      },
      {
        "slug": "a-official-claim-test-time-selection-up-to-19-3",
        "title": "A. Official claim - test-time selection (up to 19.3%)",
        "file": "pages/a-official-claim-test-time-selection-up-to-19-3/page.md",
        "children": []
      },
      {
        "slug": "b-official-claim-thinking-rewards-in-rl-up-to-3-9",
        "title": "B. Official claim - thinking rewards in RL (up to 3.9%)",
        "file": "pages/b-official-claim-thinking-rewards-in-rl-up-to-3-9/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 21374,
  "revision": "1784291309679056224"
}