logbook.json

{
  "schema_version": 1,
  "title": "Repro - Provable Benefits of RLVR over SFT for Reasoning Models",
  "emoji": "🎯",
  "space_id": "DineshAI/P3Mnh7mF5a",
  "paper": null,
  "tags": [
    "icml2026-repro",
    "paper-P3Mnh7mF5a"
  ],
  "updated_at": "2026-07-30T09:52:03+00:00",
  "root": {
    "slug": "index",
    "title": "Repro - Provable Benefits of RLVR over SFT for Reasoning Models",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "claim-1-golden-path-sft",
        "title": "Claim 1 — Golden-path SFT",
        "file": "pages/claim-1-golden-path-sft/page.md",
        "children": []
      },
      {
        "slug": "claim-2-rlvr-backtracking",
        "title": "Claim 2 — RLVR backtracking",
        "file": "pages/claim-2-rlvr-backtracking/page.md",
        "children": []
      },
      {
        "slug": "claim-3-inference-separation",
        "title": "Claim 3 — Inference separation",
        "file": "pages/claim-3-inference-separation/page.md",
        "children": []
      },
      {
        "slug": "claim-4-search-agent",
        "title": "Claim 4 — Search agent",
        "file": "pages/claim-4-search-agent/page.md",
        "children": []
      },
      {
        "slug": "claim-5-trace-distillation",
        "title": "Claim 5 — Trace distillation",
        "file": "pages/claim-5-trace-distillation/page.md",
        "children": []
      },
      {
        "slug": "methods",
        "title": "Methods",
        "file": "pages/methods/page.md",
        "children": []
      },
      {
        "slug": "negative-controls",
        "title": "Negative controls",
        "file": "pages/negative-controls/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 1629,
  "revision": "1785405123517877047"
}