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Source SRC-SL-SHUMAILOV-ET-AL-NATURE-2024

Shumailov, Shumaylov, Zhao, Papernot, Anderson & Gal, “AI models collapse when trained on recursively generated data,” Nature 631, 2024

No checked link to the original yet. Use the reference above to find it.

Source class (bibliographic)
PEER_REVIEWED_JOURNAL_ARTICLE
Source-level roles
none
Institutional position
Independent academic (University of Oxford and University of Cambridge-led)
Visibility
PUBLIC_REFERENCE
Registry section
—

Version

Pinned version v1.0 (entry SRC-SL-SHUMAILOV-ET-AL-NATURE-2024--v1.0) — this page never floats to newer evidence.

This pinned version is also the current version.

Versions:v1.0 · current

Linked Claims

Registry “Linked claim” (logical Claim identity; never a pinned version): LD09-SL-C30.

Research-of-record provenance

Materialized by sociolens-materializer 0.6.0 at 2026-09-28T20:00:00.000Z; normalization contract SocioLens — Claim Value Vocabulary v1.0.2 — Pre-Spike Materialization Contract (v1.0.2). Content seal SHA-256 570a45830c7ed5025a13bba24feba58bfc997a6e3bd26540a557ec7528ad5371.

Repository-authored inputs (not Drive exports)

  • SocioLens claim — LD09-SL-C30 v1.0 (v1.0) — written in the SocioLens repository by Project Lead (Claude, AI) on 2026-10-15; no Drive identity exists. Authority: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 15 October 2026 to build the LD-09 debate; a new Claim, first version, written from the project's LD-09 source notes, checked against full texts or official abstracts. Block “ENTRY 30 — LD09-SL-C30” SHA-256 934e3b3b4df31017258221d9813d5e963611ebe1f574b325528d7eb0ee0fe72f; fixture fixtures/authored/claims/LD09-SL-C30--v1.0.

Builder decisions (not Drive data)

  • VERSION = v1.0 — basis: First SocioLens materialized record for this Source identity; no predecessor record exists (Publication System Amendment v1.2 §4). SocioLens Source-record version, not the external source's edition, revision or version of record.
  • CURRENT_POINTER = true — basis: Publication System Amendment v1.2 §4: the sole SocioLens record version for this Source identity; the materialization manifest explicitly designates SRC-SL-SHUMAILOV-ET-AL-NATURE-2024--v1.0 current.
  • VISIBILITY = PUBLIC_REFERENCE — basis: Explicit public provenance selection by LD09-SL-C30--v1.0 (explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "Shumailov, Shumaylov, Zhao, Papernot, Anderson & Gal, “AI models collapse when trained on recursively generated data,” Nature 631, 2024".) (Amendment v1.2 §4, §6).