Can ChatGPT write a review paper on full-waveform inversion?

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

ChatGPT, the cutting-edge language model developed by OpenAI, stands out as a thrilling development in artificial intelligence (AI). Capable of producing human-like text and addressing intricate queries, it has already made a substantial impact and is set for ongoing growth. ChatGPT is trained through a two-step process, including pre-training on vast internet text data and fine-tuning with human reviewers, using reinforcement learning from human feedback. It is fine-tuned from a model in the GPT-3.5 (Generative Pre-trained Transformer-3.5) series, boasting 175 billion parameters for enhanced coherence and context-aware responses. We explore the capability of ChatGPT to write a review article by considering seismic full waveform inversion (FWI) as an example. To do so, we provide a sequence of prompts resulting in texts that are stitched together to produce the article. We provide the prompts and the generated text along with the analysis of its quality, highlighting the strengths and weaknesses of ChatGPT. We find the capabilities of ChatGPT quite remarkable in generating human-like text that can be used as an excellent starting point for a review paper on FWI. Through this article, we underscore the transformational capabilities of AI tools like ChatGPT in assisting with various tasks related to research writing.

Original languageEnglish
Title of host publication84th EAGE Annual Conference and Exhibition
PublisherEuropean Association of Geoscientists and Engineers, EAGE
Pages2464-2468
Number of pages5
ISBN (Electronic)9781713884156
StatePublished - 2023
Event84th EAGE Annual Conference and Exhibition - Vienna, Austria
Duration: 5 Jun 20238 Jun 2023

Publication series

Name84th EAGE Annual Conference and Exhibition
Volume4

Conference

Conference84th EAGE Annual Conference and Exhibition
Country/TerritoryAustria
CityVienna
Period5/06/238/06/23

Bibliographical note

Publisher Copyright:
© 2023 84th EAGE Annual Conference and Exhibition. All rights reserved.

ASJC Scopus subject areas

  • Geochemistry and Petrology
  • Geology
  • Geophysics
  • Geotechnical Engineering and Engineering Geology

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