Scalable Extraction of Training Data from Aligned, Production Language Models

Milad Nasr, Javier Rando, Nicholas Carlini, Jonathan Hayase, Matthew Jagielski +5 more
2/12/2026

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@article{nasr2026scalable,
  title  = {Scalable Extraction of Training Data from Aligned, Production Language Models},
  author = {Milad Nasr and Javier Rando and Nicholas Carlini and Jonathan Hayase and Matthew Jagielski and A. F. Cooper and Daphne Ippolito and Christopher A. Choquette-Choo and F. Tramèr and Katherine Lee},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:31d2ec5d827b5c0f4420035d14eb9dd62e5c8cfe},
  journal = {ICLR 2025 2025}
}

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