I believe LLMs have the potential to (for good or ill, depending on your view) destroy academic journals.

The scenario I am thinking of is academic A submitting a manuscript to an academic journal, which gets passed on by the journal editor to a number of reviewers, one of whom is academic B. B has a lot on their plate at the moment, but sees a way to quickly dispose of the reviewing task, thus maintaining a possibly illusory 'good standing' in the journal's eyes, by simply throwing the manuscript to an LLM to review. There are (at least) two negative scenarios here: 1. The paper contains embedded (think white text on a white background) instructions left by academic A to any LLM reading the manuscript to view it in a positive light, regardless of how well the described work has been conducted. This has already happened IRL, by the way. 2. Academic A didn't embed LLM instructions, but receives the review report, which show clear signs that the reviewer either didn't understand the paper, gave unspecific comments, highlighted only typos or simply used phrasing that seems artifically-generated. A now feels aggrieved that their paper was not given the attention and consideration it deserved by an academic peer and now has a negative opinion of the journal for (seemingly) allowing the paper to be LLM-reviewed. And just as journals will have great difficulty filtering for LLM-generated manuscripts, it will also find it very difficult to filter for LLM-generated reviewers reports.

Granted, scenario 2 already happens with only humans in the loop (the dreaded 'Reviewer 2' academic meme). But LLMs can only make this much much worse.

Both scenarios destroy trust in the whole idea of peer-reviewed science journals.