Forum
Nov 9, 2023

Geotechnical Parrot Tales (GPT): Harnessing Large Language Models in Geotechnical Engineering

Publication: Journal of Geotechnical and Geoenvironmental Engineering
Volume 150, Issue 1

Abstract

Forum papers are thought-provoking opinion pieces or essays founded in fact, sometimes containing speculation, on a civil engineering topic of general interest and relevance to the readership of the journal. The views expressed in this Forum article do not necessarily reflect the views of ASCE or the Editorial Board of the journal.

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Data Availability Statement

Some or all data, models, or code that support the findings of this study are available from the author upon reasonable request.

Acknowledgments

I thank Prof. Ellen Rathje for her insightful comments and discussions.

References

Bender, E. M., T. Gebru, A. McMillan-Major, and S. Shmitchell. 2021. “On the dangers of stochastic parrots: Can language models be too big?” In Proc., 2021 ACM Conf. on Fairness, Accountability, and Transparency, 610–623. New York: Association of Computing Machinery.
Petroni, F., P. Lewis, A. Piktus, T. Rocktäschel, Y. Wu, A. H. Miller, and S. Riedel. 2020. “How context affects language models’ factual predictions.” Preprint, submitted May 10, 2020. https://arxiv.org/abs/2005.04611.
Vaswani, A., N. Shazeer, N. Parmar, J. Uszkoreit, L. Jones, A. N. Gomez, Ł. Kaiser, and I. Polosukhin. 2017. “Attention is all you need.” In Advances in neural information processing systems, 30. New York: Association of Computing Machinery.
Wei, J., X. Wang, D. Schuurmans, M. Bosma, F. Xia, E. Chi, Q. V. Le, and D. Zhou. 2022. “Chain of thought prompting elicits reasoning in large language models.” Preprint, submitted January 28, 2022. https://arxiv.org/abs/2201.11903.
Yao, S., J. Zhao, D. Yu, N. Du, I. Shafran, K. Narasimhan, and Y. Cao. 2022. “React: Synergizing reasoning and acting in language models.” Preprint, submitted October 6, 2022. https://arxiv.org/abs/2201.119032210.03629.

Information & Authors

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Go to Journal of Geotechnical and Geoenvironmental Engineering
Journal of Geotechnical and Geoenvironmental Engineering
Volume 150Issue 1January 2024

History

Received: Apr 5, 2023
Accepted: Aug 31, 2023
Published online: Nov 9, 2023
Published in print: Jan 1, 2024
Discussion open until: Apr 9, 2024

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Authors

Affiliations

Assistant Professor, Dept. of Civil, Architectural and Environmental Engineering, Univ. of Texas at Austin, 301 E. Dean Keanton St., Austin, TX 78701. ORCID: https://orcid.org/0000-0003-2144-5562. Email: [email protected]

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