AI Acknowledgment in Math Preprints Jumps From 4% to 25%
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Epoch AI tracked explicit AI acknowledgment across arXiv math preprints and found it rose from 4% in April 2026 to 25% by August, a jump that held even when the sample was restricted to authors with publication histories predating 2023. That restriction matters: it rules out the simplest alternative explanation, that the increase is just newer, less-established researchers entering the field with different disclosure habits. Established mathematicians are now acknowledging AI assistance at meaningfully higher rates than they were five months earlier, and Epoch's tracking notes some papers crediting AI tools for research ideas rather than only for routine tasks like proof-checking or literature search. The math preprint corpus is a useful proxy because it is a field with an unusually high bar for verifiable correctness, so acknowledgment growth there is harder to dismiss as low-stakes drafting help. It does not settle how much of the underlying work AI actually contributed, since acknowledgment practices vary and self-report is not verification, but the trend line itself, quadrupling in under half a year among senior authors, is the kind of number that should reset expectations about how mathematics research is currently being done.
The share of math preprints on arXiv that acknowledge AI has risen rapidly, from 4% in April to 25% in August. This increase holds even when filtering to papers with at least one author who published regularly before 2023.

AI is acknowledged for many things, including literature review and coding, but it also generates substantial research ideas, with 6% of papers in August acknowledging this kind of contribution.
Learn more about this Data Insight: https://t.co/fh20KBS7xG
Context
Epoch AI reports that the share of math preprints on arXiv acknowledging AI assistance rose from 4% in April to 25% in August, tracking mentions authors themselves add to their papers rather than an outside estimate of AI use. The increase holds even after Epoch AI restricts the sample to authors who published regularly before 2023, a check meant to rule out the rise being driven mainly by newer researchers who default to using AI tools. Most acknowledgments cover tasks like literature review and coding, but Epoch AI also finds AI credited with generating substantial research ideas in 6% of August papers, a form of contribution distinct from writing or checking proofs. Epoch AI published an interactive data explorer alongside the finding.
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