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ChatGPT drives rise of &flowery language* in journal abstracts

Increased use of words such as &delves*, &underscores* and &showcasing* identified since popularisation of large language models

July 2, 2025
Source: iStock/flavijus

ChatGPT has had an ※unprecedented§ impact on scientific writing, leading to a marked increase in ※flowery§ language, a new paper has found.

To determine?the extent of usage of large language models (LLMs), researchers from the University of T邦bingen and Northwestern University analysed more than 15 million biomedical abstracts from the PubMed library.

?from before and after the launch of ChatGPT in November 2022 and discovered that LLMs have resulted in certain words featuring much more regularly.

These were predominantly verbs, such as ※delves§, ※underscores§ and ※showcasing§, which all had much higher increases in usage compared?with previous years.

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Previously this so-called excess vocabulary had mainly been seen in content words. For example, during the Covid-19 pandemic, nouns such as ※respiratory§ or ※remdesivir§ appeared in studies much more regularly.

One example highlighted of ※flowery language§ from a 2023 study said: ※By meticulously delving into the intricate web connecting [...] and [...], this comprehensive chapter takes a deep dive into their involvement as significant risk factors for [...].§

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The results, published in the journal Science Advances, also show that changes as a result of LLMs resulted in abrupt changes in both the quality and quantity of research papers. And the analysis suggested that at least 13.5 per cent of abstracts published last year were processed with LLMs 每 about 200,000 papers in total.

※We show that LLMs have had an unprecedented impact on scientific writing in biomedical research, surpassing the effect of major world events such as the Covid pandemic,§ said ?gnes Horv芍t, co-author of the study and a professor at Northwestern*s School of Communication.?

The paper,?which did not use LLMs for any writing or editing,?said that the impact of ChatGPT, which is used to improve grammar, rhetoric and overall readability, could have broader implications for scientific writing as well.


Campus resource: Can we detect AI-written content?


※LLMs are infamous for making up references, providing inaccurate summaries, and making false claims that sound authoritative and convincing. While researchers may notice and correct factual mistakes in LLM-assisted summaries of their own work, it may be harder to spot errors in LLM-generated literature reviews or discussion sections.§

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With a risk that LLMs make academic papers less diverse and less novel than human-written text, the researchers warned that such homogenisation?may degrade the quality of scientific writing.

And they called for a reassessment of current policies and regulations around the use of LLMs for science in light of the findings.

patrick.jack@timeshighereducation.com

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Reader's comments (9)

Troubling!
I think "underscores" is OK. I use words like "underpins" a lot. I might use "delves" and would not think it was either here not there to be honest. I would not use "showcasing" in the usual run of things but then I guess I might without thinking. I will now religiously avoid the use of those terms (as will Chat GB or whatever it's called) None of these are "flowery" in any real sense, but what does that adjective mean? Keats uses the adjective a lot I know. Much of this lexical analysis is not great tbh. Can we get the serious computer assisted linguistics and stylistic people involved in this and produce some firm data?
Yes
Well the key thing here seems in my opinion, that if these serious allegations have any real merit are we talking about the odd rotten apple in the barrel, as it were, or something more systemic and routine? If the latter then it is a terrible indictment of our profession and not a good look. We are severely criticising our students (calling them cheats in some articles) yet it seems we may be the ones who are cheating.
Not good!
The word 'unprecedented' as used twice in this piece, is also typical overinflated language often found in genAI...
Good point
new
Is AI used to write about AI?
I like the word "delve" but dare not use it these days!

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