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| { | |
| "schema_version": 1, | |
| "title": "Repro - Prescriptive Scaling Reveals the Evolution of Language Model Capabilities", | |
| "emoji": "\ud83d\udd2c", | |
| "space_id": "bertfil/IkjsHRpuYY", | |
| "paper": { | |
| "arxiv_id": "2602.15327", | |
| "openreview_id": "IkjsHRpuYY", | |
| "title": "Prescriptive Scaling Reveals the Evolution of Language Model Capabilities", | |
| "url": "https://arxiv.org/abs/2602.15327" | |
| }, | |
| "tags": [ | |
| "icml2026-repro", | |
| "paper-IkjsHRpuYY" | |
| ], | |
| "updated_at": "2026-07-20T03:52:38+00:00", | |
| "root": { | |
| "slug": "index", | |
| "title": "Repro - Prescriptive Scaling Reveals the Evolution of Language Model Capabilities", | |
| "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-capability-boundaries-are-estimated-via-smoothed-p", | |
| "title": "Claim 1 - Capability boundaries are estimated via smoothed pinball-los\u2026", | |
| "file": "pages/claim-1-capability-boundaries-are-estimated-via-smoothed-p/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-2-post-training-capability-boundaries-are-modeled-as", | |
| "title": "Claim 2 - Post-training capability boundaries are modeled as sigmoid f\u2026", | |
| "file": "pages/claim-2-post-training-capability-boundaries-are-modeled-as/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-3-at-10-flops-the-estimated-0-98-quantile-boundary-r", | |
| "title": "Claim 3 - At 10\u00b2\u2074 FLOPs, the estimated 0.98-quantile boundary reaches \u2026", | |
| "file": "pages/claim-3-at-10-flops-the-estimated-0-98-quantile-boundary-r/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-4-unlike-the-stable-boundaries-for-bbh-gpqa-mmlu-pro", | |
| "title": "Claim 4 - Unlike the stable boundaries for BBH, GPQA, MMLU-Pro, and MU\u2026", | |
| "file": "pages/claim-4-unlike-the-stable-boundaries-for-bbh-gpqa-mmlu-pro/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-5-a-balanced-i-optimal-sampling-design-recovers-near", | |
| "title": "Claim 5 - A balanced I-optimal sampling design recovers near-full-data\u2026", | |
| "file": "pages/claim-5-a-balanced-i-optimal-sampling-design-recovers-near/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-6-a-cross-benchmark-shift-test-applied-to-aime-2025", | |
| "title": "Claim 6 - A cross-benchmark shift test applied to AIME-2025 scores fin\u2026", | |
| "file": "pages/claim-6-a-cross-benchmark-shift-test-applied-to-aime-2025/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": 6563, | |
| "revision": "1784519558058211500" | |
| } |