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Stream: community: discussion

Topic: using AI to speak English


view this post on Zulip John Baez (Feb 28 2026 at 19:31):

Indeed it's often said that "the international language of science is broken English".

view this post on Zulip Valeria de Paiva (Mar 09 2026 at 00:32):

oh, I beg to differ strongly @Kevin Carlson and @David Michael Roberts . I know exactly what I want to say in English and I do find that AI rewritings can be very helpful to achieve what I want. Of course you need to know what you want to say, and you should not parrot whatever your LLM suggests. But indeed they can be helpful to convey all the nuances that a non-native speaker has difficulties with.

view this post on Zulip David Michael Roberts (Mar 09 2026 at 01:35):

I think that traditional translation tools shouldn't be given up on. They are not perfect, but they aren't going to give the text the traditional AI polish. Translating individual sentences (or small group of sentences) rather than a whole long post (or, in the case of MathOverflow, a question or answer) feels perfectly innocent to me. I've done it to focus in on specific passages in a non-English language mathematics paper, when a blanket "please translate these few pages" gives a result looks a bit off. (I'm not wholly ignorant of the source language, I can also parse the mathematics to get an idea of what is nonsense)

view this post on Zulip Valeria de Paiva (Mar 09 2026 at 01:45):

I don't think traditional translation tools should be given up on, either. but AI toools can help make the translations better, if you know what you're talking about.

view this post on Zulip David Michael Roberts (Mar 09 2026 at 04:56):

I agree that for people who know what they are doing, and can assess the output, AI tool are indeed of use.

view this post on Zulip Jules Hedges (Mar 09 2026 at 11:07):

Depends what you mean by "traditional translation tools", but my understanding is that the transformer architecture (ie the underlying architecture of LLMs) has been used in Google Translate and similar tools since several years earlier than LLMs have been around

view this post on Zulip ww (Mar 09 2026 at 23:19):

Jules Hedges said:

Depends what you mean by "traditional translation tools", but my understanding is that the transformer architecture (ie the underlying architecture of LLMs) has been used in Google Translate and similar tools since several years earlier than LLMs have been around

Indeed one gloss on the whole LLM story is one days someone got the bright idea to use a transformer to translate from English to English and...

view this post on Zulip David Michael Roberts (Mar 09 2026 at 23:37):

@Jules Hedges well, I've used an LLM to translate a 1930s French and a 1940s Russian paper to English, and in the process it attempted to also update the mathematical idiom to what is current, which defeated the purpose of the exercise, since it interpolated some ideas not necessarily in the original. A service like Google Translate or DeepL never did that. I worry slightly that people eg writing MathOverflow questions in their own language (with bad mathematics) and translating it to English, the mathematics gets silently updated as well.

view this post on Zulip David Michael Roberts (Mar 09 2026 at 23:38):

And there was an example of this the other day (taking the user, who was explaining what the AI did, on trust). The actual content was changed (to something incorrect), and it wasn't noticed by the OP until later, but other people saw it and pointed it out.

view this post on Zulip Matteo Capucci (he/him) (Mar 10 2026 at 09:53):

Yeah it's likely that translation services are finetuning their models to avoid this kind of behaviour. So it makes sense to use those rather than vanilla LLMs if one is interested in literal translatiom