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"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"
}
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