Crossref
Monthly works registered with Crossref by DOI-creation date since 2015: the all-works baseline, AI title slices and their share, named models, preprints, retraction notices, and AI vocabulary counts.
We count a work in the month a publisher registered its DOI with Crossref, not in the month of publication.
AI title share
Crossref's title search ignores the quotes, so it also finds titles with only one of the two words. These counts are too high, so read the growth and not the total.
Named models
ChatGPT in title
592 −20.2% yr as of Sep 2026
DeepSeek in title
66 −42.6% yr as of Sep 2026
Copilot in title
34 −24.4% yr as of Sep 2026
Grok in title
7 −22.2% yr as of Sep 2026
Publication type
Preprints
86.0k +69.2% yr as of Sep 2026
Preprint share of all works derived
7.3% of works +42.7% yr as of Sep 2026
Research integrity
Retraction notices
298 −32.6% yr as of Sep 2026
Retraction notices per 100k works derived
25.4 −43.1% yr as of Sep 2026
AI vocabulary
Figures
| Series | Latest | Change | Min | Max | Coverage |
|---|---|---|---|---|---|
| All works | 1.2M | +18.6% yr | 468k | 2.6M | Jan 2015 — Sep 2026 |
| "artificial intelligence" in title | 13.3k | +47.6% yr | 824 | 14.2k | Jan 2015 — Sep 2026 |
| ChatGPT in title | 592 | −20.2% yr | 0 | 809 | Jan 2015 — Sep 2026 |
| Preprints | 86.0k | +69.2% yr | 428 | 247k | Jan 2015 — Sep 2026 |
| Retraction notices | 298 | −32.6% yr | 110 | 2.7k | Jan 2015 — Sep 2026 |
| LLM in title | 2.0k | +135.0% yr | 0 | 3.0k | Jan 2015 — Sep 2026 |
| "transformer" in title | 2.2k | +14.7% yr | 82 | 2.7k | Jan 2015 — Sep 2026 |
| DeepSeek in title | 66 | −42.6% yr | 0 | 115 | Jan 2015 — Sep 2026 |
| Copilot in title | 34 | −24.4% yr | 0 | 48 | Jan 2015 — Sep 2026 |
| Grok in title | 7 | −22.2% yr | 0 | 17 | Jan 2015 — Sep 2026 |
| Preprint share of all works | 7.3% | +42.7% yr | 0.071% | 22.8% | Jan 2015 — Sep 2026 |
| Retraction notices per 100k works | 25.4 | −43.1% yr | 16.7 | 261.3 | Jan 2015 — Sep 2026 |