[HN Gopher] AI, Wikipedia, and uncorrected machine translations ...
       ___________________________________________________________________
        
       AI, Wikipedia, and uncorrected machine translations of vulnerable
       languages
        
       Author : kawera
       Score  : 126 points
       Date   : 2025-10-25 19:57 UTC (1 days ago)
        
 (HTM) web link (www.technologyreview.com)
 (TXT) w3m dump (www.technologyreview.com)
        
       | foxglacier wrote:
       | If nobody's reading them and nobody's writing them, then perhaps
       | it doesn't matter. We could let Wikipedia-Greenlandic persist as
       | its own evolved language that forks from the original.
       | 
       | > potentially pushing the most vulnerable languages on Earth
       | toward the precipice as future generations begin to turn away
       | from them.
       | 
       | OK? We have lots of dead languages. It's fine. People use
       | whatever languages are appropriate to them and we don't need to
       | maintain them forever.
        
         | aucisson_masque wrote:
         | I see that this comment get downvoted but I think we can agree
         | on the facts that languages, just like species, die while other
         | flourish. And that's fine.
         | 
         | Survival of the fittest, right ? Not enough people speaking
         | Greenlandic, too complicated even for it's own population who
         | would rather speak danish ? The very reason I'm speaking
         | English is because it was forced military during the 19th
         | century by the UK and since the 20th by Hollywood.
         | 
         | Just like a virus, if a language doesn't spread, it die.
        
           | jiggawatts wrote:
           | As an immigrant to an anglophone country, I noticed a few
           | things:
           | 
           | When people have varying levels of capability with languages,
           | they'll switch to whatever is the lowest common denominator
           | -- the language that the group can best communicate in. This
           | tended to be English, even amongst a bunch of native speakers
           | of a common foreign language.
           | 
           | Moreover, this is context dependent: when talking about
           | technical matters (especially computing), the Lingua Franca
           | (pun intended) is English. You'll hear "locals" switch to
           | either mixed or pure English, even if they're not great at
           | it. Science, aviation, etc... is the same.
           | 
           | Before English it was French that had this role, and before
           | then it was Latin and Greek.
           | 
           | The thing is, when the whole world speaks one common language
           | like Latin or English, this is a tiny bit sad for some Gaelic
           | tribe that got wiped out culturally, but incredibly valuable
           | for everybody everywhere. International commerce becomes
           | practical. Students can study overseas, spreading ideas
           | further and wider. Books have a bigger market, attracting
           | smarter and better authors. There's a bigger pool of talented
           | authors to begin with, some of which write educational
           | textbooks of exceptional sparkling quality. These all
           | compound to create a more educated, vibrant, and varied
           | culture... because of, not despite the single language.
        
             | overfeed wrote:
             | > The thing is, when the whole world speaks one common
             | language like Latin or English, this is a tiny bit sad for
             | some Gaelic tribe that got wiped out culturally, but
             | incredibly valuable for everybody everywhere.
             | 
             | I find this cultural Darwinism argument incredibly ironic,
             | given how vocal factions in 2 of largest (native) English-
             | speaking countries have been whinging about "their culture"
             | being sullied by immigrants.
        
           | don-bright wrote:
           | We already see the 'best' LLMs switch between different
           | languages while they are 'thinking'. It seems to me that the
           | more languages it can 'think' in, the better off it will be.
           | Different human languages have different concepts of time,
           | numbers, nature, place, intention, relationships, and so
           | forth and so on.
        
             | thaumasiotes wrote:
             | > Survival of the fittest on a long time horizon means the
             | more diversity the better the survival rate will be.
             | 
             | This is just a misapplication of the analogy. For a
             | language, "fitness" refers to similarity to whatever
             | language is spoken by people relevant to you. Diversity is
             | the worst quality a language can exhibit, and is the
             | quality that causes dying languages to die.
             | 
             | There is no such concept as an external force coming in
             | that certain languages handle better, allowing them to
             | temporarily outcompete other languages. Existing pools of
             | diversity are not protective against this, because it can't
             | happen.
             | 
             | Also unlike genetic diversity, linguistic diversity does
             | not need to be maintained as a legacy of the past. It is
             | constantly being generated in much larger quantities than
             | are desired. If you managed to perform the opposite of the
             | Tower of Babel miracle and replaced every currently-spoken
             | language everywhere in the world with a perfect
             | monoculture, within 1-2 generations you'd be back to having
             | mutually unintelligible varieties in different regions.
        
         | arthurjj wrote:
         | This was my take from the article also. These languages are
         | clearly dying and not many people speak them as their primary
         | language so the human suffering is minimal. Which means keeping
         | them around is a past time that some people happen to enjoy
         | (unless there is a Saphir-Whorf hypothesis I'm missing)
         | 
         | But the sentence `well-meaning Wikipedians who think that by
         | creating articles in minority languages they are in some way
         | "helping" those communities` clearly shows the author hasn't
         | really considered the issue.
        
         | phantomathkg wrote:
         | I thought the argument point is letting it die is OK, but
         | letting wrongfully translated text, becoming the source of AI
         | to chuck out wrongfully translated text is not OK.
        
       | ratg13 wrote:
       | It's ironic that the "solution" to the problem is being driven by
       | yet another person that isn't native to Greenland.
       | 
       | While they may be a Greenlandic teacher, it's almost assured that
       | they are teaching western Greenlandic, which is similar to
       | Canadian Inuktitut.
       | 
       | People in the East of Greenland speak a language that has
       | similarities, but is different enough in vocabulary and sounds
       | that it's often considered a separate language and not a dialect.
       | 
       | When people from East and West Greenland come together, they
       | typically speak Danish because they can't understand each other
       | in their own native language.
       | 
       | So we're talking about a country that has 55k people and a
       | portion of them don't even speak the official language.. This guy
       | would have no way of knowing whether something was written poorly
       | by a computer or a poorly educated greenlandic native that maybe
       | isn't so good with the official language.
       | 
       | Given that the majority of the country's citizens do not use the
       | internet at all, it is not even clear what his solution is other
       | than just deciding to be some sort of magic arbiter .. which is
       | not realistic or sustainable.
        
         | optionalsquid wrote:
         | > Given that the majority of the country's citizens do not use
         | the internet at all
         | 
         | On what do you base this assertion? I was not able to find up-
         | to-date statistics, but 72% of participants in this survey from
         | 2013 had internet access at home, either via PC or via mobile
         | devices, and another 11% had internet access elsewhere:
         | 
         | https://digitalimik.gl/-/media/datagl/old_filer/strategi_201...
        
         | Uehreka wrote:
         | I wish people on HN would stop acting like "magic arbiter"
         | solutions are "not realistic", when in reality it's the only
         | way things have every worked. Are federal judges "magic
         | arbiters"? Yes. Do judges make bad calls? Yes. Do we not like
         | when large numbers of judges who are unfriendly to our side get
         | life appointments? Yes. Has anyone proposed an actual better
         | way of solving these kinds of problems? No.
         | 
         | So to get back to the point: Yes the solution is to appoint
         | someone a magic arbiter, and hope they don't screw up. The fact
         | that it's a deeply imperfect way of solving problems doesn't
         | mean it's not workable. It just means it will backfire at some
         | point, and someone else will get appointed instead.
        
           | vacuity wrote:
           | > Has anyone proposed an actual better way of solving these
           | kinds of problems? No.
           | 
           | This is the heart of the matter. Nothing is good or bad in a
           | vacuum, but when two things (say, outcomes) can be compared,
           | distintions can be drawn. Noticing flaws in the present can't
           | be contrasted with simple models of "the better solution";
           | this is comparing apples to oranges. Address both the good
           | and the bad of the present, including the days where nothing
           | noteworthy happens and therefore below the awareness of most
           | people, and the good and the bad of an elaborated
           | counterpart.
        
         | AlienRobot wrote:
         | As someone who isn't a native English speaker, I believe most
         | people who use the Internet would benefit from simply learning
         | English rather than having an unchecked AI translate things to
         | them. Reddit for example has joined millions of terrible
         | Wordpress websites in auto-translating everything for SEO
         | purposes and Google seems to be fine with this for some reason.
         | It's ironic that it has reached the point that if you search
         | for a "multi-language" plugin for Wordpress, most of the
         | results aren't about letting you write an article in multiple
         | languages, they're just about automatically translating a
         | single article to 30 languages with machine translation.
         | 
         | The reason none of this makes sense to me is that it's
         | intellectually crippling Internet users. Computers and the
         | Internet are tools. If you want something machine translated to
         | you, you can use a tool like Google translate to translate it
         | for you. If the webmaster does this, it robs people from the
         | opportunity to learn to use those tools and they become
         | dependent on third parties to do this for them when they would
         | have a lot more freedom if they just did it themselves (or if
         | they learned English).
         | 
         | Teach a man to fish...
        
           | spookie wrote:
           | A lot of written text out there in other languages isn't
           | available in English, simply put you have many eco chambers
           | of singular languages out there. Most people are ok with just
           | reading what they understand.
        
           | carlosjobim wrote:
           | You miss an advantage. If everything is inter-translated,
           | then you can do your search in the language you know and find
           | the answer written in a language you didn't know.
        
         | bawolff wrote:
         | > People in the East of Greenland speak a language that has
         | similarities, but is different enough in vocabulary and sounds
         | that it's often considered a separate language and not a
         | dialect.
         | 
         | If this is true, then the easy solution would be to just have
         | two separate wikipedia editions (assuming there is interest).
         | 
         | After all if we have en, sco, jam and ang, surely there is room
         | for two greenlandics. The limitting factor is user interest.
        
           | thaumasiotes wrote:
           | > the easy solution would be to just have two separate
           | wikipedia editions (assuming there is interest)
           | 
           | That's... a reach.
           | 
           | An _easier_ , and much more realistic, solution would be to
           | just have one edition in Danish, which was already noted as
           | the language Greenlanders have in common.
        
             | bawolff wrote:
             | Well, is the point to have greenlanders be able to read it,
             | or is it to preserve a dying language?
        
       | simonw wrote:
       | I'm surprised this story didn't mention the scandal with Scots
       | Wikipedia: https://www.theguardian.com/uk-news/2020/aug/26/shock-
       | an-aw-...
       | 
       | > an American teenager - who does not speak Scots, the language
       | of Robert Burns - has been revealed as responsible for almost
       | half of the entries on the Scots language version of Wikipedia
       | 
       | It wasn't malicious either, it was someone who started editing
       | Wikipedia at 12 and naively failed to recognise the damage they
       | were doing.
        
         | TZubiri wrote:
         | The Cebuano wiki is a similar case, not spoken often, but it
         | was a personal project of an editor that was mad at political
         | articles and started making animal articles in the Cebuano
         | wiki.
         | 
         | The solution is to differentiate and tag inputs and outputs,
         | such that outputs can't be fed as inputs recursively. Funnily
         | enough, wikipedia's sourcing policy does this perfectly, not
         | only are sources the input and page content is just an output,
         | but page content is a tertiary source, and sources by policy
         | should be secondary (and sometimes primary) sources, so the
         | system is even protected against cross tertiary source
         | pollution (say an encyclopedia feeding off wikipedia and
         | viceversa).
         | 
         | It is only when articles posing as secondary sources fail to
         | cite wikipedia that a recursive quality loss can occur, see
         | [[citogenesis]]
        
           | galagawinkle489 wrote:
           | Many sources for Wikipedia articles refer to Wikipedia
           | without citing it. Many journalists will work from Wikipedia,
           | and most of Wikipedia's sources are journalistic articles. It
           | happens to be that often this isn't noticed because the
           | information obtained this way is true and uncontroversial.
           | Citogenesis only documents examples where, by bad luck, the
           | result is untrue information.
        
           | thaumasiotes wrote:
           | > It is only when articles posing as secondary sources fail
           | to cite wikipedia that a recursive quality loss can occur
           | 
           | I've seen a college professor cite wikipedia in support of a
           | false claim. On investigation, the text in wikipedia was
           | cited to an earlier blog post by that same professor.
           | 
           | I wasn't convinced.
        
         | debtta wrote:
         | The background here is that Scots is not really a language. Try
         | asking a Glasgow taxi driver who addresses you in 'Scots'
         | whether he knows any English. Robert Burns wrote in English,
         | with some of his spelling reflecting pronunciation in the
         | Scottish English dialect.
         | 
         | The people who want it to be considered as a language for
         | political reasons cannot be bothered to translate Wikipedia
         | themselves. They read and edit English Wikipedia and understand
         | it perfectly.
        
           | zozbot234 wrote:
           | Scots is somewhat partially intelligible in written form to
           | English speakers, but that does not make it the same language
           | as English. You might as well say that Spanish and Portuguese
           | are the same language.
        
           | mikemcquaid wrote:
           | Sort of?
           | 
           | The Glaswegian taxi driver may not consider themself to be
           | speaking a different language but, if speaking to another
           | local and leaving aside pronunciation, they'd use words,
           | phrases and even grammar that's incomprehensible to someone
           | with no experience with Scots.
           | 
           | I'm a "posh Scot", raised middle class in Edinburgh so my
           | accent is minimal and thickens up or softens depending on who
           | I'm speaking to. Even for me, there's a lot of words, phrases
           | and ways of speaking I've had to adjust to be consistently
           | understood by American coworkers when over the last 10+
           | years.
        
             | Xss3 wrote:
             | Brits do the same. At best it is a dialect at worst an
             | accent. A lot of (most of) Scots is still English but
             | spoken with different grammar or unfamiliar phrases and
             | unfamiliar pronunciation.
             | 
             | Sort of like extreme cockney rhyming slang or for a more
             | modern example thick BME* full of slang.
             | 
             | * = British Multicultural English, think fam n blud, lots
             | of Jamaican english influence plus south east asian
             | influence.
        
           | mig39 wrote:
           | > The background here is that Scots is not really a language.
           | 
           | This is supremely ignorant. Scots is its own language. It's a
           | 'brother' or 'sister' of English, with both English and Scots
           | being descendants of West Germanic languages.
           | 
           | The fact that many (all?) Scots speakers also speak English
           | doesn't mean Scots not a language on its own.
           | 
           | You could make your exact same arguments that Irish isn't a
           | language because you could ask a Cork taxi driver whether he
           | knows any English.
           | 
           | Scots = a language with some of the same ancestors as
           | English.
           | 
           | Scottish English = a dialect (and accent) of English
           | 
           | Scots Gaelic = another language, with the same ancestors as
           | Irish and Manx.
        
           | overfeed wrote:
           | What counts as a language _is_ almost always determined by
           | "political reasons" - as the witticism goes: "A language is a
           | dialect with an army and navy."
           | 
           | There exists dialects that are less mutually intelligible
           | than apparently distinct languages, and the designation of
           | each as "dialect" or "language" is political. Language is
           | often a proxy for culture, and political actors may wish to
           | suppress or boost the legitimacy of such cultural expression
           | depending on their aims.
        
       | aucisson_masque wrote:
       | > Wehr, who now teaches Greenlandic in Denmark, speculates that
       | perhaps only one or two Greenlanders had ever contributed.
       | 
       | That's the core issue, it's not those who use AI translator or
       | worst like Google translate. If there isn't any Greenlander to
       | contribute to their Wikipedia, they don't deserve to have one and
       | instead must rely on other languages.
       | 
       | The difference between an empty Wikipedia and one filled with
       | translated articles that contains error isn't much. They should
       | instead close that version of Wikipedia until there are enough
       | volunteers.
        
         | consp wrote:
         | That last part creates a chicken and egg problem. You can argue
         | about it but I will bet it will never get traction if there is
         | no basis to start from.
        
           | bawolff wrote:
           | Wikipedia has an "incubator" setup where people can start
           | working on a language in the incubator until it demonstrates
           | enough interest.
        
         | Symbiote wrote:
         | The end of the article says they have closed it.
        
         | Mars008 wrote:
         | > who use AI translator or worst like Google translate
         | 
         | It's the same. Google translate uses trained AI models.
        
         | tomlockwood wrote:
         | > they don't deserve to have one
         | 
         | By what unholy pact have you been beknighted as the bestower of
         | wikis, my friend?
        
           | mslt wrote:
           | Not the commenter but in this instance it seems like if you
           | want something you need to either be able make/maintain it or
           | fund someone who will, no?
        
           | tjwebbnorfolk wrote:
           | If the original authors stop maintaining an OSS project, and
           | you are one of only a very few users, you have two options:
           | do the work yourself, or watch it die. If you are unwilling
           | to do the work yourself, then that's a signal it isn't
           | important enough for anyone else to do the work either.
           | 
           | Why should a wiki be any different?
        
         | tdeck wrote:
         | It is worse. Imagine if you were trying to learn English from
         | this phrasebook, written by someone who didn't speak English:
         | 
         | https://www.exclassics.com/espoke/espkpdf.pdf
         | 
         | Wikipedia is prominent. Wikipedia articles in a language
         | without much representation become prime examples of that
         | language to those who read them.
        
           | baobabKoodaa wrote:
           | Jesus. What did I just read?
        
             | tdeck wrote:
             | https://en.wikipedia.org/wiki/English_as_She_Is_Spoke
        
         | yorwba wrote:
         | "Only one or two" isn't zero. The problem isn't that a small
         | community can only write a small Wikipedia, but that there's a
         | global supply of fools who want to make every small Wikipedia
         | bigger, even if they're completely unqualified to do so.
         | 
         | Wikipedia is built around the basic principle that if you just
         | let everyone contribute, most contributions will be helpful and
         | you can just revert the bad ones after the fact. This works for
         | large communities that easily outnumber the global supply of
         | fools, but below a certain size threshold, the sign flips and
         | the average edit makes that version of Wikipedia worse rather
         | than better.
         | 
         | So smaller communities probably need to flip the operating
         | principle of Wikipedia on its head and limit new users to only
         | creating drafts, on the assumption that most will be useless,
         | and an admin can accept the good ones after the fact.
         | 
         | I'm not sure whether Wikipedia already has the software
         | features necessary to operate it in such a closed-by-default
         | manner.
        
       | strogonoff wrote:
       | Wikipedia editors is among the many communities that have for a
       | long time mostly successfully relied on the tendency of
       | relatively superficial, easy to validate capabilities (such as
       | being able to use a website, write something resembling real
       | language, and handle basic communication) to correlate with more
       | valuable but harder to validate qualities (such as ability to
       | write reasonably well and follow rules/guidelines, and generally
       | being a well-intentioned person) as one of their main barriers to
       | entry. Attributable to the deluge of commercial LLMs[0] available
       | at such low prices that their operators lose millions to billions
       | of dollars in order to gain market share and ultimately profit,
       | such communities may not be able to continue to exist as is for
       | long, I suspect: either they would be forced to institute more
       | intrusive barriers (be that ID verification, invite-only
       | memberships, or something else) while the deluge lasts, or they
       | may be effectively destroyed when members secretly lacking the
       | requisite qualities and act in bad faith become a majority,
       | damage community's reputation, and drive out the existing
       | members.
       | 
       | [0] Which paradoxically to a significant degree exist thanks to
       | the unpaid work of volunteers in many of such communities.
        
         | muldvarp wrote:
         | LLMs destroying Wikipedia would be incredibly sad and is one of
         | the things that makes me think that LLMs will have a strong
         | negative impact on the lives of most people.
        
           | georgefrowny wrote:
           | I have previously translated a very small handful of redlink
           | articles into English from another language. Chasing down the
           | sources in the other language and synthesising and cross-
           | referencing with English sources is a fun challenge. To the
           | best of my knowledge, I did an OK job.
           | 
           | While translation tools are a godsend for that, as well as
           | life in general when dealing with a language I am not that
           | good at, LLMs make me increasingly reluctant to do that much
           | more because there is no way I could detect AI slop in a
           | second language. For all I know I'd be translating junk into
           | English and enabling translingual citogenesis.
           | 
           | Bad as the slopwave is for native speakers, it's absolutely
           | brutal for non-native speakers when you can't pick up on the
           | tells. Maybe the gap will narrow and narrow until the slop is
           | stylistically imperceptible.
        
       | orbital-decay wrote:
       | That happens by default in low-resource languages, no bad
       | translations needed. They don't have enough either written
       | material to train an LLM, or labels for time periods and various
       | dialects in a continuum. For example even the best multilanguage
       | models will lump up all Berber languages into one unstable
       | abomination nobody speaks, usually writing it in Neo-Tifinagh.
       | Not much can be done about that, training a model in all
       | varieties of these would require a huge specialized effort.
        
         | 1f60c wrote:
         | And it's a lot more profitable to improve sex mode than to hire
         | a small army of native speakers to make it not suck at
         | Greenlandic.
        
           | orbital-decay wrote:
           | What makes Greenlandic special among ~7000 languages in the
           | world? Most of them are low-resource as well. To train a
           | model in all of them you also need a ton of specialized
           | linguists and ML people, neither of which grow on trees. And
           | it's only one thing generalist models are supposed to master,
           | out of many. The scale is impossible, this needs to be done
           | by models themselves when (if) they get smart enough.
        
       | bradley13 wrote:
       | I've lived in a couple of countries where there is a "vulnerable"
       | language. I understand the emotional attachment that the native
       | speakers have to their language.
       | 
       | However, in the larger picture: languages evolve. New ones
       | develop, old ones die. Do artificial attempts to "rescue" a
       | language really make sense?
        
         | tdeck wrote:
         | It makes no less sense than any other work done to protect or
         | restore something created by human beings. This comment is no
         | more insightful than saying "cathedrals burn down, do
         | artificial attempts to 'restore them' make sense?"
        
         | mort96 wrote:
         | Languages evolve, but it's _probably_ bad when language
         | evolution is driven by bad AI slop translations made by people
         | who have no relation to the language.
        
         | internet_points wrote:
         | The AI slopwave is about as close to natural linguistic
         | evolution as world war 2 was to natural selection (..aaand
         | there we hit godwin's law, I'll see myself out)
        
       | Hendrikto wrote:
       | Wow, fuck that site. I had to dismiss 2 cookie banners and 3
       | popups before I could even read anything, then the second I
       | scrolled one pixel another one popped up.
        
         | Pooge wrote:
         | Sounds like you don't use the modern-day condom: uBlock Origin.
         | 
         | I live in Europe (famous place for becoming professional banner
         | clicker) and I didn't get one single distraction.
        
           | Hendrikto wrote:
           | I am on mobile, I should have said that.
        
             | user205738 wrote:
             | ublock origin works on mobile in Firefox, Waterfox, etc.
             | 
             | There is Brave with its blocker, there is AdGuard, which
             | blocks ads on websites and applications, regardless of the
             | browser.
        
         | tim333 wrote:
         | That's odd. I didn't get much.
        
       | r2vcap wrote:
       | While it makes sense that LLMs and machine translation systems
       | primarily rely on English Wikipedia as a data source, depending
       | on smaller-language Wikipedias for training is far less ideal.
       | English Wikipedia is generally well-regulated by its community,
       | but many other language editions are not -- so treating all of
       | Wikipedia as an authoritative source is misguided.
       | 
       | For instance, my mother tongue's Wikipedia (Korean Wikipedia)
       | suffers from serious governance issues. The community often
       | rejects outside contributors, and many experienced editors have
       | already moved to alternative platforms. As a result, I sometimes
       | get mixed, low-quality responses in my native language when using
       | LLMs.
       | 
       | Ultimately, we need high-quality open data. Yet most Korean-
       | language content is locked behind walled gardens run by chaebols
       | like Naver and Kakao -- and now they're lobbying the government
       | to fund their own "sovereign AI" projects. It's a lose-lose
       | situation.
        
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