y-axis

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.

cadence · monthly 12 series updated 10 Aug 2026 www.crossref.org ↗
release markers

All works

1.2M +17.5% yr as of Jul 2026
0500k1.0M1.5M2.0M2.5M201520162017201820192020202120222023202420252026Copilot GAClaude 3Gemini 2.5 Pro
Publishers sometimes register many old works at once, so one month can jump high and the share lines dip that month.

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.

"artificial intelligence" in title

14.2k +48.4% yr as of Jul 2026
02.0k4.0k6.0k8.0k10.0k12.0k14.0k201520162017201820192020202120222023202420252026Copilot GAClaude 3Gemini 2.5 Pro

Named models

ChatGPT in title

642 −12.7% yr as of Jul 2026
0200400600800201520162017201820192020202120222023202420252026Copilot GAClaude 3Gemini 2.5 Pro

DeepSeek in title

66 −21.4% yr as of Jul 2026
020406080100120201520162017201820192020202120222023202420252026Copilot GAClaude 3Gemini 2.5 Pro

Copilot in title

43 +43.3% yr as of Jul 2026
01020304050201520162017201820192020202120222023202420252026Copilot GAClaude 3Gemini 2.5 Pro
This line mixes GitHub Copilot with Microsoft 365 Copilot.

Grok in title

10 −9.1% yr as of Jul 2026
024681012141618201520162017201820192020202120222023202420252026Copilot GAClaude 3Gemini 2.5 Pro
About 10 works a month. Read presence and absence, not the month-to-month movement.

Publication type

Preprints

75.8k +37.4% yr as of Jul 2026
050.0k100k150k200k250k201520162017201820192020202120222023202420252026Copilot GAClaude 3Gemini 2.5 Pro
Preprints with a DOI from Crossref — bioRxiv, SSRN, Research Square. arXiv registers its DOIs with DataCite, so this line does not count arXiv.

Preprint share of all works derived

6.3% of works +17.0% yr as of Jul 2026
05101520201520162017201820192020202120222023202420252026Copilot GAClaude 3Gemini 2.5 Pro
Preprints ÷ all works, so this is the preprint share of everything with a Crossref DOI.

Research integrity

Retraction notices

391 +10.1% yr as of Jul 2026
05001.0k1.5k2.0k2.5k201520162017201820192020202120222023202420252026Copilot GAClaude 3Gemini 2.5 Pro
This line counts retraction notices in the month the publisher registered the notice. A notice from 2026 can retract a paper from 2014.

Retraction notices per 100k works derived

32.3 −6.2% yr as of Jul 2026
050100150200250201520162017201820192020202120222023202420252026Copilot GAClaude 3Gemini 2.5 Pro
Notices this month ÷ new DOIs this month × 100k. ⚠ The notices are about older papers, so this is not the share of papers that publishers retract.

AI vocabulary

LLM in title

3.0k +338.4% yr as of Jul 2026
05001.0k1.5k2.0k2.5k3.0k201520162017201820192020202120222023202420252026Copilot GAClaude 3Gemini 2.5 Pro

"transformer" in title

2.7k +47.1% yr as of Jul 2026
05001.0k1.5k2.0k2.5k201520162017201820192020202120222023202420252026Copilot GAClaude 3Gemini 2.5 Pro
⚠ This search also finds electrical power transformers — 147 works in June 2018, before the AI sense of the word. Only the growth is about AI.

Figures

SeriesLatestChangeMinMaxCoverage
All works1.2M+17.5% yr468k2.6MJan 2015 — Jul 2026
"artificial intelligence" in title14.2k+48.4% yr82414.2kJan 2015 — Jul 2026
ChatGPT in title642−12.7% yr0809Jan 2015 — Jul 2026
Preprints75.8k+37.4% yr428247kJan 2015 — Jul 2026
Retraction notices391+10.1% yr1102.7kJan 2015 — Jul 2026
LLM in title3.0k+338.4% yr03.0kJan 2015 — Jul 2026
"transformer" in title2.7k+47.1% yr822.7kJan 2015 — Jul 2026
DeepSeek in title66−21.4% yr0115Jan 2015 — Jul 2026
Copilot in title43+43.3% yr048Jan 2015 — Jul 2026
Grok in title10−9.1% yr017Jan 2015 — Jul 2026
Preprint share of all works6.3%+17.0% yr0.1%22.8%Jan 2015 — Jul 2026
Retraction notices per 100k works32.3−6.2% yr16.7261.3Jan 2015 — Jul 2026
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