When ChatGPT Writes a Research Paper

It is safe to say the honeymoon phase of large language models has started to fade a bit. Yes, they can absolutely pass a medical licensing examination when given carefully constructed prompts. The focus now turns to practical applications – like, in this example, using ChatGPT to write an entire scientific paper for you!

There is no reason to go through the details of the paper, the content, the findings, or any aspect of fruit and vegetable consumption. It is linked only to prove that it exists, and was written in its entirety by an LLM. To create the article, the authors used prompts containing the actual data set, prompts for an introduction, summary tables, and a discussion – impressively, as part of an automated prompting engine written by the authors, not just a laborious manual process. The initial output was not, as you might expect, entirely appropriate, requiring substantial re-prompting and revision – but, in the end, as you may see, the output resembles a paper basically indistinguishable from an undergraduate or graduate student-level output.

There were, of course, hallucinations, banal unfounded declarations, and the expected simply fabricated references. But, considering a year or two ago, no one would have ever talked about or suggested a LLM could write any semblance of a robust research paper, this is still fairly amazing. Considering this sort of writing is close to peak intellectual accomplishment, it’s fair to say similar automated techniques may replace a great deal of lesser content generation.

“The Impact of Fruit and Vegetable Consumption and Physical Activity on Diabetes Risk among Adults”
https://www.nature.com/articles/d41586-023-02218-z