The EU or UN publishes unrevised machine translations by default

Will the European Commission's Directorate-General for Translation or the UN Department for General Assembly and Conference Management announce that official documents will be published in machine translation without human revision by default?

Chance by Q4 2031

4%

Cumulative probability

0%25%50%75%100%
  • Latest forecast
Chance by the end of each quarter
YearQ1Q2Q3Q4
2026<1%
2027<1%<1%<1%<1%
2028<1%<1%<1%1%
20291%1%2%2%
20302%2%3%3%
20313%3%4%4%

Forecast history

Forecast made on 14 Oct 2026

Latest of 5 forecasts · Methodology v2.1

Model reasoning

Both the European Commission's translation department and the UN's conference department said publicly in 2026 that human experts must keep checking translations of official documents. UN member states insist that any change needs their approval, and EU language law and politics strongly resist unreviewed machine translation. I put the chance at about 4% by the end of 2031. The biggest shift would be an adopted Commission or UN decision making AI translation the default, with human checks only by exception.

Where things stand (14 Oct 2026)

Neither body has announced anything close to unrevised machine translation (MT) as the default for official documents. Both said the opposite during 2026, and nothing qualifying has been published since the question opened on 16 Sep 2026.

UN Department for General Assembly and Conference Management (DGACM)

  • 12 Oct 2026, Fifth Committee (GA/AB/4518, transcript C5/81/4). Assistant Secretary-General Norman Chalet said: "new technologies are integrated using an expert-in-the-lead approach, with human oversight ensuring the quality, accuracy and integrity" of language services.
  • Same meeting, Group of 77 and China. They said AI "must remain subject to adequate human oversight", that "the expertise of language professionals is irreplaceable", and that "changes to conference management policies require approval by the relevant intergovernmental bodies".
  • A/81/123 (pattern of conferences report, Jul 2026). It describes a "human-in-the-loop" approach. The UN-wide initiative on AI-powered language services, which DGACM co-leads, is meant to deliver policies with "different degrees of human oversight".
  • A/81/6 (Sect. 2), 2027 budget proposal. It says technology "in and of itself cannot ensure the level of accuracy required of parliamentary documentation".
  • A/81/32, draft resolution of the Committee on Conferences. Paragraph 39 encourages AI "under adequate human oversight" and "emphasizes the irreplaceable role of the United Nations language services". The pattern of conferences moves to a three-yearly cycle on a trial basis, with review at the 84th session (2029).
  • A/RES/78/330 (multilingualism resolution, 2024). It frames technology as tools that "assist in making human translation more efficient".

European Commission Directorate-General for Translation (DGT)

  • 2026 management plan (19 Mar 2026). It stresses "high quality", "targeted quality control based on risk assessment", and AI use cases "to reduce the need for human intervention". This takes place amid redeployment of posts out of DGT.
  • 2025 annual activity report. About 35.7% of work was outsourced, all of it quality-controlled.
  • DGT's public messaging stays human-centred. Examples: the 2026 meeting of international language services (IAMLADP), billed as "technology-powered, human-centric"; the Nov 2026 Translating Europe Forum ("Why language professionals matter"); and the Europa page on machine translation ("Don't use eTranslation to translate EU legislation").
  • EU–India trade deal (Euronews, 11 Sep 2026). Under time pressure the Commission chose English-only, not MT, and France objected.
  • Commission's large-scale review of its administration. Final recommendations are due by end-2026. Recommendations alone would not count.

Reference class and base rate

The reference class is the major multilingual institutional translation services: EU institutions, UN services, and bilingual national bureaus. In roughly a decade of neural MT, I know of no case where one announced unrevised MT as the default official language version. The hazard should rise as AI improves and budgets tighten, but these two bodies face the strongest legal and political constraints in the class. The EU's language rules and equally authentic language versions apply to one; UN General Assembly mandates and the G77, Francophone, Arab, Russian and Chinese blocs constrain the other.

Paths to YES and NO

YES would most plausibly come from DGT. Under pressure from the 2028–34 EU budget period and the administrative review, it could adopt an "AI-first, human review only by exception" workflow for non-legislative official documents, explicitly with no routine revision, and published as the official language versions. The UN path needs General Assembly acquiescence, which is very unlikely before the 2029 review.

NO paths dominate:

  • Both institutions frame any change as "human in the loop".
  • The cheaper alternatives are excluded by the question: English-only publication, MT labelled as unofficial, or rules limited to some document types (e.g., backlogged summary or verbatim records).
  • Legislative texts will keep lawyer-linguist review in any case.

Strongest case against my estimate: fast AI progress by 2029–31, together with severe funding cuts (UN system revenue is projected down 21%), could make human revision look redundant. A loosely worded "risk-based" policy might also be read as qualifying. I allow for this with a hazard that rises over time.

Forecast construction

Quarterly hazards:

Period Hazard per quarter
Q4 2026 0.05%
2027 0.10%
2028 0.15%
2029 0.20%
2030 0.25%
2031 0.30%

I accumulated these as 1 − ∏(1 − h), computed in Python, which gives about 1.1% by end-2028 and about 4.0% by end-2031.

Sources: press.un.org/en/2026/gaab4518.doc.htm; transcripts.un.org/en/ga/c5/81/4; docs.un.org A/81/123, A/81/6(Sect.2), A/81/32; A/RES/78/330; commission.europa.eu DGT Management Plan 2026 and AAR 2025; commission.europa.eu Large-scale review page; translation.ec.europa.eu news (16 Jul, 2 Jul, 9 Oct 2026) and the TEF 2026 programme; commission.europa.eu/languages-our-websites/use-machine-translation-europa_en; euronews.com, 11 Sep 2026; unsceb.org HLCM efficiency initiatives.

Resolution criteria

Question. By the last day of each quarter, has the European Commission's Directorate-General for Translation (DGT) or the United Nations Department for General Assembly and Conference Management (DGACM) announced that official documents will be published in machine translation without human revision by default?

Definitions.

  • Official documents: formally issued institutional documents within the body's translation remit, including legislative or parliamentary documents, resolutions, official reports and meeting records. The translated text must be issued as the institution's official language version, not merely as an unofficial translation for convenience. Legally binding status is not required.
  • Machine translation: automated translation of a source text into another language, including translation by a generative AI model. Translation memories or terminology tools used by a human translator do not alone qualify.
  • Without human revision: no routine pre-publication human reading of the translated text to check or correct linguistic accuracy, meaning or terminology. Human review counts even if no edits are made. Human preparation of the source text, formatting checks, administrative release approval, automated quality checks and post-publication corrections do not count as revision.
  • By default: the announced standing, body-wide publication workflow for official-document translations uses machine translation without human revision unless an exception is triggered. Specified exceptions, risk-based referrals and sample audits are permissible, but an opt-in service, a pilot, or a rule confined to selected document types, language pairs or individual offices does not establish this general default.
  • Announce: publish an adopted policy or an unequivocal commitment to implement such a policy, including one with a future commencement date. Proposals, consultations, recommendations, capability claims and conditional aspirations do not qualify. A formally designated successor to either body counts if it inherits that body's institutional translation remit.

Resolves YES if either body publishes a qualifying announcement explicitly establishing both machine translation as the default for official-document publication and the absence of routine human revision before publication. The two requirements may be established in linked official policy documents. Implementation or publication of the first affected document need not have occurred by the horizon.

Resolves NO / Exclusions.

  • No qualifying announcement has been published by the horizon.
  • Machine-generated drafts followed by routine human post-editing or linguistic approval; reducing the number of revisers; or eliminating a second reviewer while retaining a human translator's check.
  • On-demand translation buttons, automated translations of general website content, internal working translations, or machine translations labelled as unofficial alongside official human-reviewed versions.
  • Merely offering tools capable of translating official documents, including eTranslation, does not establish a publication policy.
  • An isolated unreviewed publication, error, emergency exception or experiment does not establish a default.

Resolving source. Official announcements, policy documents, published administrative instructions or official reports authored or issued by DGT on commission.europa.eu, translation.ec.europa.eu or ec.europa.eu, or by DGACM on un.org or in the UN Official Document System (documents.un.org). A Commission or UN institutional publication counts only if it explicitly communicates the named body's adopted policy or announcement. Third-party reporting alone cannot resolve this question; this is a narrower source requirement than Public confirmation (A2). Apply the Resolution window and Resolution date (A3) conventions; the announcement's publication date, not its implementation date, determines resolution. Reference descriptions of the remits and existing services are DGT, DGACM Translation, and Use of machine translation on Europa.

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