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‘Fighting fire with fire’ — using LLMs to combat LLM hallucinations

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Nature 630, 569-570 (2024)



  1. Vert, J.-P. Nature Biotechnol. 41, 750–751 (2023).

    Article  PubMed  Google Scholar 

  2. Jablonka, K. M. et al. Digit. Discov. 2, 1233–1250 (2023).

    Article  PubMed  Google Scholar 

  3. Frieder, S. et al. Mathematical capabilities of ChatGPT. In Proc. NeurIPS 36 (eds Oh, A. et al.) (NIPS, 2023).

    Google Scholar 

  4. Hicks, M. T., Humphries, J. & Slater, J. Ethics Inf. Technol. 26, 38 (2024).

    Article  Google Scholar 

  5. Farquhar, S., Kossen, J., Kuhn, L. & Gal, Y. Nature 630, 625–630 (2024).

    Article  Google Scholar 

  6. Firth, J. R. Studies in Linguistic Analysis (Blackwell, 1957).

    Google Scholar 

  7. Landauer, T. K. & Dumais, S. T. Psych. Rev. 104, 211–240 (1997).

    Article  Google Scholar 

  8. Bender, E. M. & Koller, A. in Proc. 58th Ann. Meet. ACL 5185–5198 (Association for Computational Linguistics, 2020).

    Google Scholar 

  9. Mitchell, M. & Krakauer, D. C. Proc. Natl Acad. Sci. USA 120, e2215907120 (2023).

    Article  PubMed  Google Scholar 

  10. Zhang, T., Kishore, V., Wu, F., Weinberger, K. Q. & Artzi, Y. In 8th Int.Conf.Learning Represent. (ICLR, 2020); available at

    Google Scholar 

  11. Wang, L. L. et al. In Proc. 61st Ann. Meet. ACL Vol. 1, 9871–9889 (Association for Computational Linguistics, 2023).

    Google Scholar 

  12. Sun, T., He, J., Qiu, X. & Huang, X. In Proc. 2022 Conf. Empirical Methods in Natural Language Processing 3726–3739 (Association for Computational Linguistics, 2022).

    Google Scholar 

  13. Koike, R., Kaneko, M. & Okazaki, N. Proc. AAAI Conf. Artificial Intell. 38, 21258–21266 (AAAI, 2024).

    Article  Google Scholar 

  14. Li, Y. et al. Preprint at arXiv (2024).

  15. Taloni, A., Scorcia, V. & Giannaccare, G. Eye 38, 397–400 (2024).

    Article  PubMed  Google Scholar 

  16. Zhang, Y. et al. Detection vs. Anti-detection: Is Text Generated by AI Detectable? In Wisdom, Well-Being, Win-Win (eds Sserwanga, I. et al.) Lecture Notes in Computer Science Vol. 14596 (Springer, 2024).

    Google Scholar 

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Competing Interests

K.V. has received speaker fees and travel reimbursement for presentations on Artificial Intelligence, Natural Language Processing/LLMs, and AI in Health care; research funding from the Australian Research Council, the Australian National Health and Medical Research Council, and the Medical Research Futures Fund, and has research partnerships with Elsevier BV. K.V. is co-founder and Victoria Node Lead of the Australian Alliance for Artificial Intelligence in Healthcare; and a member of the Standards Australia Committee, IT-014-21, AI in Healthcare.


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