I once asked it to summarize The Hobbit in Catalan to explain it to my daughter before sleep. I was expecting a lot of mistakes as I see regularly if I ask anything in my native language when using GPT or Claude, but it was surprisingly good. I was going just to kind of skim ahead and retell it my own way, but ended up almost saying it verbatim because it was good already.
She loves Zelda so I asked it to explain the story of Breath of The Wild keeping the original names, and to make it fun, etc.. I was surprised again. I did retell some bits in my own style and taste but it is very convincing.
I haven't tried Catalan on newer models like GTP-6 Astra or Fable tho. We have all these benchmarks based on software development, and AGI, etc.. but it would be cool to have some language benchmarks for different communities.
As I work in english and use them in english, I wonder if using LLMs in a different language to code renders a different result as well. Like, if some of these benchmarks were made in other languages, would the result be similar.
I am not a Chinese speaker but my understanding is that all of the models have substantially different behavior in Chinese, to the degree that it's kind of like a second model. Would be interested in hearing more if anyone has direct experience.
Relatedly, when chatting with frontier models about science education content design, I've found it very helpful to mix in Chinese education terms. In English, for example, NGSS is such a massive attractor, discussing nearby topics often yields NGSS "slop". And "estimation" (educational) in the US means one (dysfunctional:) thing, which similarly distracts. Perhaps if AIs become increasingly multilingual, but remain weak at deep conceptual reasoning, it may be fruitful to have multilingual thesauruses, to use language-associated cultural conceptual differences as a way to convey conceptual nuances with which LLMs otherwise struggle?
The one criticism of NGSS I found from a quick skim of https://en.wikipedia.org/wiki/Next_Generation_Science_Standa... is that it teaches evolution.
What does "estimation" mean in the US?!
For that particular attractor, even German or Spanish or so might help avoid it? Or perhaps even just using British English?
How did the early Roman Empire interact with Greek city states?
How are LLMs planning on learning new information on the fly without new context or retraining runs?
Why did mom leave?
You know, standard stuff.
Reinforcement learning by human feedback.
It tells me there's a Costco 10km from me and I'm like, yeah let's go there, that's the one I meant! And then it sends me to one that's like 40 minutes from me all across town and I'm like WTF?!
Never mind asking Android Auto any question that's not driving related. It just doesn't understand me at all. Or even some driving related ones. "Find Alternative route". "Sorry, I can't help you with that". WTF?
As jy wil, ons kan saam praat op Discord :) maar my Afrikaans is sleg
If you're really interested, shoot me an email.
You can use it as supplement or do it standalone on your commute before a trip and end up with good pronunciation, vocab and a conversational skills.
It makes total sense it’s good at regurgitating the edge cases of language.