this post was submitted on 29 Jun 2026
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Fuck AI
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AI, in this case, refers to LLMs, GPT technology, and anything listed as "AI" meant to increase market valuations.
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Neural networks have been used for language translation long before LLMs came to be. Natural languages are very hard to put into any "hard" structures, after all.
The best we could do for a long time is train a neural network to do it. The interesting thing is, LLMs are quite good at translating stuff because the principle is more or less the same: find patterns in the original language, replace them with the same patterns in the target language. Just because of the sheer amount of data that goes into an LLM, it becomes good at translating stuff.
That said, it'll never be perfect. These things don't understand any meaning behind any of the words, they just look for patterns. If you are fluent in more than one language, it becomes very apparent when you try to translate things back and forth. Often it will convey the same meaning, but it'll sound a bit off. Sometimes it can completely hallucinate the context and then your translation will be way off.
If it's a professional setting where you can't afford to get things wrong, do hire a professional translator.