One larger problem here is the value of a research paper is rarely the specific knowledge it adds but in the process of researching that adds to the collective knowledge+experience of those involved, especially training graduate students. AI papers shortcut this entirely. Academia has a lot to answer for this too by making papers the currency of success. AI generated papers are almost shortcut learning at a full system level.
Related:
Jan 2026 https://www.theatlantic.com/science/2026/01/ai-slop-science-...
"For more than a century, scientific journals have been the pipes through which knowledge of the natural world flows into our culture. Now they’re being clogged with AI slop."
Sept 2026 https://www.theatlantic.com/ideas/2026/09/college-education-...
Academia, particularly the university system, is an untenable collection of interests. The triple stresses of COVID, AI, and funding withdrawal seem to presage what will be a significant disruption.
I disagree for academia using papers as an easy medium for verification and providing more knowledge. Llms always short circuit everything, so how would you fix academia?