{
  "schema_version": 1,
  "title": "Repro - Characterizing, Evaluating, and Optimizing Complex Reasoning",
  "emoji": "\ud83d\udd2c",
  "space_id": "bertfil/IMFgiWw4jd",
  "paper": {
    "arxiv_id": "2602.08498",
    "openreview_id": "IMFgiWw4jd",
    "title": "Characterizing, Evaluating, and Optimizing Complex Reasoning",
    "url": "https://arxiv.org/abs/2602.08498"
  },
  "tags": [
    "icml2026-repro",
    "paper-IMFgiWw4jd"
  ],
  "updated_at": "2026-07-20T03:52:32+00:00",
  "root": {
    "slug": "index",
    "title": "Repro - Characterizing, Evaluating, and Optimizing Complex Reasoning",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "00-scored-evidence-summary",
        "title": "00 - Scored evidence summary",
        "file": "pages/00-scored-evidence-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-1-the-me2-principle-characterizes-reasoning-traces-a",
        "title": "Claim 1 - The ME2 principle characterizes reasoning traces along macro\u2026",
        "file": "pages/claim-1-the-me2-principle-characterizes-reasoning-traces-a/page.md",
        "children": []
      },
      {
        "slug": "claim-2-the-paper-represents-reasoning-traces-as-dags-with",
        "title": "Claim 2 - The paper represents reasoning traces as DAGs with progressi\u2026",
        "file": "pages/claim-2-the-paper-represents-reasoning-traces-as-dags-with/page.md",
        "children": []
      },
      {
        "slug": "claim-3-trm-is-trained-from-a-trm-preference-dataset-with",
        "title": "Claim 3 - TRM is trained from a TRM-Preference dataset with a Bradley-\u2026",
        "file": "pages/claim-3-trm-is-trained-from-a-trm-preference-dataset-with/page.md",
        "children": []
      },
      {
        "slug": "claim-4-trm-reaches-88-6-accuracy-on-the-validation-set-pa",
        "title": "Claim 4 - TRM reaches 88.6% accuracy on the validation-set pairwise pr\u2026",
        "file": "pages/claim-4-trm-reaches-88-6-accuracy-on-the-validation-set-pa/page.md",
        "children": []
      },
      {
        "slug": "claim-5-trm-guided-best-of-n-test-time-selection-improves",
        "title": "Claim 5 - TRM-guided best-of-N test-time selection improves AIME24 and\u2026",
        "file": "pages/claim-5-trm-guided-best-of-n-test-time-selection-improves/page.md",
        "children": []
      },
      {
        "slug": "claim-6-trm-guided-rl-improves-stem-and-math-benchmark-ave",
        "title": "Claim 6 - TRM-guided RL improves STEM and math benchmark averages over\u2026",
        "file": "pages/claim-6-trm-guided-rl-improves-stem-and-math-benchmark-ave/page.md",
        "children": []
      },
      {
        "slug": "reproduction-protocol-and-provenance",
        "title": "Reproduction protocol and provenance",
        "file": "pages/reproduction-protocol-and-provenance/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 6826,
  "revision": "1784519552086739000"
}