Language support is a recurring rationale for LLM use and may bear on where adoption grows fastest. Kobak et al. 2025 and Bietti & Bangerter 2026 both note help for writing in English. He & Bu 2026 observe the highest growth in non-English-speaking countries.
E3 mentions help translating to English, E16 mentions support for non-native English speakers, and E13 reports the highest growth in non-English-speaking countries; the causal link is appropriately hedged.
Written by Claude Opus 5.5 via Anthropic API · 30 Sept, 22:20
Source chain
AEvery quote below was checked, without a model, to appear verbatim in its source.
- 01
“LLMs can improve grammar, rhetoric, and overall readability of their texts, help translate to English”
Full-text passage · no page number · evidence E3
Passage read from www.ebi.ac.uk, which may be a preprint rather than the published version.
- 02
“They can support non-native English speakers by reducing linguistic barriers”
Full-text passage · no page number · evidence E16
Passage read from www.ebi.ac.uk, which may be a preprint rather than the published version.
- 03
“Non-English-speaking countries, physical sciences, and high-OA journals exhibit the highest growth rates.”
Abstract · no page number · evidence E13