@misc{deep-ignorance,
  title = {Deep Ignorance: Filtering Pretraining Data Builds Tamper-Resistant Safeguards into Open-Weight LLMs},
  url = {https://arxiv.org/abs/2508.06601},
  author = {Kyle O'Brien and Stephen Casper and Quentin Anthony and Tomek Korbak and Robert Kirk and Xander Davies and Ishan Mishra and Geoffrey Irving and Yarin Gal and Stella Biderman},
  year = {2025},
  date = {2025-08-08},
  version = {arXiv:2508.06601v2},
  note = {arXiv:2508.06601v2}
}

@misc{deep-ignorance-nuwa,
  title = {Deep Ignorance: Filtering Pretraining Data Builds Tamper-Resistant Safeguards into Open-Weight LLMs — NUWA research record},
  url = {https://whitzard.tech/nuwa/whitzard-index/work/deep-ignorance/},
  version = {2026-10-29.1},
  organization = {NUWA Frontier AI Safety Lab},
  howpublished = {Retained note edition: https://whitzard.tech/nuwa/whitzard-index/data/record-editions/2026-10-29.1--deep-ignorance.json},
  note = {NUWA research note. Source-reading scope and independent review status are stated on the record. Snapshot 2026-10-29.1. Retained note edition: https://whitzard.tech/nuwa/whitzard-index/data/record-editions/2026-10-29.1--deep-ignorance.json.}
}