[LeCompteSftware]

This doesn't even slightly answer my question. The incredibly frustrating thing about the AI discussion is the refusal to consider actual evidence because of shifting targets. In 2026 there is evidence that 2024 LLMs did enormous damage to scientific research in 2025: hallucinated citations, hallucinated experiements, an onslaught of unreadable prose, etc etc. But we can't talk about that, can we? That's old hat, everybody knows 2024 LLMs were stupid and useless. Instead we have to discuss our vibes about 2026 LLMs, and maybe in 2028 we'll be able to tell whether or not our vibes were correct.

[TeMPOraL]

LLMs couldn't do any damage with hallucinated citations - on the contrary, this is only ever a problem for people so clueless and uncaring that they didn't even bother reading what LLMs wrote for them. Hallucinated citations are evidence of fraud or level of uncaring unbecoming a scientist, or any professional on that matter.

[LeCompteSftware]

"LLMs couldn't do any damage with hallucinated citations"

If you're saying stuff like this with a straight face then you are clearly not a scientist and you don't know what you're talking about. In 2021 there were maybe 10 papers with fictional citations. Even the publication mills at least linked to other junk papers. Now there are hundreds of thousands of papers with dishonest and useless bibliographies. This is because LLMs are an unbeatable force multiplier for dishonest and useless scientific work.

I am sure some legitimate academics are getting real use out of them. I am also sure that the net effect of LLMs on science is enormously negative, and it will take decades to fix the mess.

[TeMPOraL]

Unlike the industry, science has actual standards of conduct, which puts it in a unique position to fix it quickly - if only the journals were doing the one job they have.

Hallucinated citations == strong evidence of scientific fraud. Name and shame and don't publish.

Alas, what's happening only shows the emperor has no clothes. If anyone slept through the replication crisis, they surely can't ignore it now. Can't really blame LLMs for lighting up the structural corruption of scientific process for everyone to see.

If anything, it's doing us a favor - if the journal gatekeeping and peer review can't handle people putting literal, obvious bullshit in their papers today, think what else they aren't handling either, and for how long this has been the case.