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The Economist · 2026-10-20 2026-10-23-w2

AI and scientific paperwork: productivity boon or slop flood

Grants are the version of this problem with no checker at all, which is why the Economist piece matters beside the code stories. A typical application takes about 34 days and succeeds about 20% of the time, so a researcher cutting a day a week to 45 minutes still loses most rounds once rivals do the same. Fabricated citations in 2.5m biomedical papers rose 12-fold to about 0.5%, and ICML submissions doubled to 24,000, with the cost landing on reviewers. Where Postgres has committers and PHP has maintainers, science has reader attention, and no mechanical test to ration it. Triage and digest agents start to look less like conveniences and more like core infrastructure.

The Economist 2026-10-20-3

AI and scientific paperwork: productivity boon or slop flood

Grant writing is the case with no checker at all. A typical application takes about 34 days and succeeds about 20% of the time, so one researcher cutting a day a week to 45 minutes still loses most rounds once rivals do the same. Fabricated citations across 2.5m biomedical papers rose 12-fold to about 0.5%, and ICML submissions doubled to 24,000. The cost lands on reviewers, and effort stops working as a signal of seriousness.

404 Media 2026-05-15-3

ArXiv to Ban Researchers for a Year if They Submit AI Slop

ArXiv's one-year ban targets only 'incontrovertible' cases, meaning LLM meta-comments left in manuscripts and hallucinated references, which leaves sophisticated AI use untouched by design. The Columbia biomedical data behind the policy shows fabricated citations running from 1 in 2,828 papers in 2023 to 1 in 277 in early 2026, and the policy's narrow scope isn't a bug: detection scales with submissions times sophistication, deterrence scales flat, and when the first exceeds budget you switch to the second. bioRxiv, SSRN, and PubMed Central are next, and arXiv's nonprofit transition in July is explicitly fundraising for the verification cost center that every major research repository will have to build.