NMT uptake in institutional legal translation is high (ca. 80%) but much lower among UK-based freelance translators (41%)¶
Claim · All claims
Evidence · 1 study (2 entries) · theoreticalr2·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person · recheck by 2031: baselines and conditions change
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? A 2023 survey of 474 respondents from 24 institutions reports NMT uptake of ca. 80% for legal translation, while a much lower uptake of 41% was reported among UK-based freelance translators. → Łucja Biel 2026
q2 i? UK-based freelance translators reported MT uptake at the level of 41%. → Łucja Biel 2026 (2)
Evidence¶
Łucja Biel 2026¶
Łucja Biel. (2026). AI Literacy for Legal Translation: Developing Digital Resilience. University of Warsaw. https://arxiv.org/abs/2608.04641 doi:10.48550/arxiv.2608.04641
q2 · i? · theoretical · r2
The chapter reports, citing Prieto Ramos (2024a), a survey of 474 respondents from 24 institutions with "an NMT uptake at the level of ca. 80% for legal translation"; institutional environments offer customised systems and technology-oriented training.
"a 2023 survey of 474 respondents from 24 institutions (Prieto Ramos 2024a) reports an NMT uptake at the level of ca. 80% for legal translation"
Łucja Biel 2026 (2)¶
Łucja Biel. (2026). AI Literacy for Legal Translation: Developing Digital Resilience. University of Warsaw. https://arxiv.org/abs/2608.04641
q2 · i? · theoretical · r2
The chapter reports, citing Góngora-Goloubintseff (2026), that "A much lower MT uptake at the le vel of 41% was reported among UK -based freelance translators"; the footnote notes the survey was conducted on a small sample (n=32) in 2024.
"A much lower MT uptake at the le vel of 41% was reported among UK -based freelance translators (Góngora-Goloubintseff 2026)"
Discussion¶
Related Claims¶
- Legal professionals frequently use free NMT with high self-reported satisfaction yet perform little to no post-editing, so satisfaction is not correlated with quality — related
- First-year MA translation students adopt a cautious, pragmatic approach to GenAI, combining NMT for drafting with LLMs for support tasks — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
nmt-uptake-institutional-vs-freelance-legal-translators |
title |
NMT uptake in institutional legal translation is high (ca. 80%) but much lower among UK-based freelance translators (41%) |
description |
NMT uptake in institutional legal translation is high (ca. |
status |
review |
evidence_strength |
weak |
newest_evidence |
2026 |
recheck_by |
2031 |
generated |
by process:wiki-ingest on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — łucja-biel-2026, łucja-biel-2026-2 |
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