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Science · Research & academia · published 2026-10-07 · via New Scientist

AI Text Flood Makes Gatekeeping Essential for Science

Image via New Scientist
Image via New Scientist

Large language models are producing so much text that institutions, including courts, schools and scientific preprint servers, are struggling to cope. arXiv has seen submissions double in two years and will now limit authors to two per month. The article argues that some gatekeeping is necessary to keep human verification in the loop, especially as AI can also threaten verification tools.

Expanded Detail

For decades, online culture pushed back against those who controlled access, often treating such control as censorship or elitism. Now, text-generating systems are reversing the pressure: courts, schools, and local offices face more material than they can process, because older constraints such as time, skill, and access no longer limit output.

Science faces similar strain. arXiv, a preprint server, has seen its incoming manuscript count grow twofold over two years and will restrict each author to two monthly uploads. These papers do not undergo formal peer review, yet a modest crew maintains baseline checks. In mathematics, researchers have asked for additional colleagues to help, while AI attacks could imperil software that validates proofs.

Context

The shift could affect scientists, editors, court staff, teachers, and citizens who rely on institutional decisions. Tighter submission rules may reduce spam and preserve human review, but they could also slow legitimate work or disadvantage researchers with fewer resources. If verification tools become vulnerable, public trust in scientific and official claims may depend more on transparent human oversight. The outcome may hinge on how carefully limits are designed and explained.

Expanded detail and Context are AI-generated analysis; the linked article remains the authoritative source.
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This summary is Al-enhanced to contain extended analysis and broader social context. The original is {NAME); the linked article is the authoritative source. Original headline: “Why gatekeeping is needed in the age of AI.” Browse more stories.