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Can an AI trained in English solve math problems in other languages without extra training?

35,770 görüntüleme • 1 yıl önce •via X (Twitter)

11 Yorum

Sophia Yang, Ph.D. profil fotoğrafı
Sophia Yang, Ph.D.1 yıl önce

Full paper: Authored by: @yong_zhengxin @faridlazuarda @M_Jonibek @ruochenz_ @Muennighoff @CarstenEickhoff @gentaiscool @stevebach @AlhamFikri

Places Visited & Pictures Taken profil fotoğrafı
Places Visited & Pictures Taken2 yıl önce

Wondering what happens when AI is used? Here’s the answer 🙂

Aiden profil fotoğrafı
Aiden1 yıl önce

Cool paper! That compute insight for cross-lingual math is def interesting. On jenova ai, users can leverage our multi-step agent architecture or even build Custom AI Agents with specific models to tackle complex reasoning – could be powerful for these multilingual scenarios.

Mourad GHAFIRI profil fotoğrafı
Mourad GHAFIRI1 yıl önce

Nice question :) The short answer is yes in latent-space but couldn’t spell the answer in symbols(tokens) not in the vocab :) So practically it is a wrong question to ask, the correct question maybe, does the LLM create an token-independent representation to math problems :)

Alain GOUDEY profil fotoğrafı
Alain GOUDEY1 yıl önce

I guess yes as it seems you can extract reasoning processes from vast amount of data in a specific language... mathematics are universal. Will read. 😀

Sorbus 🌊 profil fotoğrafı
Sorbus 🌊1 yıl önce

Or just go to the easy way, automatically translate the prompt before send it and translate the answer before show it to the final user. Extra time and computing cost but could give better answers. Who knows if it’s worth it.

Solomon | Multi-language Tech Support profil fotoğrafı
Solomon | Multi-language Tech Support1 yıl önce

I didn’t get the point. What do you mean by extra training, and what exactly are you referring to as AI here? If it’s about LLMs, they’re multilingual, so that shouldn’t be an issue.

Sophia Yang, Ph.D. profil fotoğrafı
Sophia Yang, Ph.D.1 yıl önce

English-centric reasoning language models

Abe profil fotoğrafı
Abe1 yıl önce

Love your videos!

Sophia Yang, Ph.D. profil fotoğrafı
Sophia Yang, Ph.D.1 yıl önce

thank you!

Arsen Ibragimov profil fotoğrafı
Arsen Ibragimov1 yıl önce

sounds like a cool hack but prob not without some extra tuning

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