logbook.json

{
  "schema_version": 1,
  "title": "Repro - Towards Long-Horizon Interpretability: Efficient and Faithful Multi-Token Attribution for Reasoning LLMs",
  "emoji": "\ud83d\udd2c",
  "space_id": "bertfil/KY5Q9V9F5C",
  "paper": {
    "arxiv_id": "2602.01914",
    "openreview_id": "KY5Q9V9F5C",
    "title": "Towards Long-Horizon Interpretability: Efficient and Faithful Multi-Token Attribution for Reasoning LLMs",
    "url": "https://arxiv.org/abs/2602.01914"
  },
  "tags": [
    "icml2026-repro",
    "paper-KY5Q9V9F5C"
  ],
  "updated_at": "2026-07-20T03:52:40+00:00",
  "root": {
    "slug": "index",
    "title": "Repro - Towards Long-Horizon Interpretability: Efficient and Faithful Multi-Token Attribution for Reasoning LLMs",
    "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-flashtrace-s-span-wise-aggregation-reduces-multi-t",
        "title": "Claim 1 - FlashTrace's span-wise aggregation reduces multi-token attri\u2026",
        "file": "pages/claim-1-flashtrace-s-span-wise-aggregation-reduces-multi-t/page.md",
        "children": []
      },
      {
        "slug": "claim-2-flashtrace-achieves-a-130x-speedup-over-the-ifr-ba",
        "title": "Claim 2 - FlashTrace achieves a 130x speedup over the IFR baseline on \u2026",
        "file": "pages/claim-2-flashtrace-achieves-a-130x-speedup-over-the-ifr-ba/page.md",
        "children": []
      },
      {
        "slug": "claim-3-on-the-ruler-benchmark-flashtrace-attains-a-recove",
        "title": "Claim 3 - On the RULER benchmark, FlashTrace attains a Recovery Rate o\u2026",
        "file": "pages/claim-3-on-the-ruler-benchmark-flashtrace-attains-a-recove/page.md",
        "children": []
      },
      {
        "slug": "claim-4-on-math-flashtrace-s-rise-score-0-348-is-close-to",
        "title": "Claim 4 - On MATH, FlashTrace's RISE score (0.348) is close to but sli\u2026",
        "file": "pages/claim-4-on-math-flashtrace-s-rise-score-0-348-is-close-to/page.md",
        "children": []
      },
      {
        "slug": "claim-5-flashtrace-approximates-exhaustive-token-level-rol",
        "title": "Claim 5 - FlashTrace approximates exhaustive token-level rollout attri\u2026",
        "file": "pages/claim-5-flashtrace-approximates-exhaustive-token-level-rol/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": 6120,
  "revision": "1784519560575223000"
}