{
  "agent_view_tokens": 5000,
  "emoji": "📈",
  "paper": {
    "arxiv_id": "2602.15327"
  },
  "revision": "1785277560000000000",
  "root": {
    "children": [
      {
        "children": [],
        "file": "pages/00-judge-evidence-scorecard/page.md",
        "slug": "00-judge-evidence-scorecard",
        "title": "Judge evidence scorecard"
      },
      {
        "children": [],
        "file": "pages/executive-summary/page.md",
        "slug": "executive-summary",
        "title": "Executive summary"
      },
      {
        "children": [],
        "file": "pages/claim-1-estimator-hyperparameters/page.md",
        "slug": "claim-1-estimator-hyperparameters",
        "title": "Claim 1: estimator hyperparameters"
      },
      {
        "children": [],
        "file": "pages/claim-2-sigmoid-vs-ispline/page.md",
        "slug": "claim-2-sigmoid-vs-ispline",
        "title": "Claim 2: sigmoid versus I-spline"
      },
      {
        "children": [],
        "file": "pages/claim-3-attainable-accuracy-1e24/page.md",
        "slug": "claim-3-attainable-accuracy-1e24",
        "title": "Claim 3: attainable accuracy at 10^24 FLOPs"
      },
      {
        "children": [],
        "file": "pages/claim-4-temporal-nonstationarity/page.md",
        "slug": "claim-4-temporal-nonstationarity",
        "title": "Claim 4: temporal nonstationarity"
      },
      {
        "children": [],
        "file": "pages/claim-5-budgeted-design/page.md",
        "slug": "claim-5-budgeted-design",
        "title": "Claim 5: budgeted design"
      },
      {
        "children": [],
        "file": "pages/claim-6-contamination-shift-test/page.md",
        "slug": "claim-6-contamination-shift-test",
        "title": "Claim 6: contamination shift test"
      }
    ],
    "file": "pages/index.md",
    "slug": "index",
    "title": "Prescriptive Scaling Reveals the Evolution of LM Capabilities"
  },
  "schema_version": 1,
  "space_id": "ProCreations/repro-prescriptive-scaling-lm-capabilities",
  "tags": [
    "icml2026-repro",
    "paper-IkjsHRpuYY"
  ],
  "title": "Reproduction: Prescriptive Scaling of LM Capabilities",
  "updated_at": "2026-07-28T23:02:51+00:00"
}