Citation notice #1008 · 2026-07-11 03:18:53.715838+00:00

When transformers learn "impossible" languages, what do they learn?

Correction Crossref Open

cites AI models collapse when trained on recursively generated data.Nature, 631:755–759, 2024, which carries a correction notice dated 2025-03-21. One-hop deterministic notice: the citation edge exists in the Pith bibliography graph; no model judged whether the citation was load-bearing.

This is not a judgment on the citing paper.

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01Evidence

Raw extraction · bibliography line · bibliography index 3

Shumailov, Ilia and Shumaylov, Zakhar and Zhao, Yiren and Papernot, Nicolas and Anderson, Ross and Gal, Yarin , month = jul, year =. Nature , publisher =. doi:10.1038/s41586-024-07566-y , abstract =

Parser render (TeX stripped for reading; raw above is the evidence)

Shumailov, Ilia and Shumaylov, Zakhar and Zhao, Yiren and Papernot, Nicolas and Anderson, Ross and Gal, Yarin, month = jul, year =. Nature, publisher =. doi:10.1038/s41586-024-07566-y, abstract =

02Event

Type: Correction
Source: Crossref
Original DOI: 10.1038/s41586-024-07566-y
Notice DOI: 10.1038/s41586-025-08905-3
Date: 2025-03-21
Title: Author Correction: AI models collapse when trained on recursively generated data
Reasons: ['Correction']
Work: AI models collapse when trained on recursively generated data.Nature, 631:755–759, 2024 (2024) Nature

Schema constants (for re-runners): correction · crossref

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