GAO ChangJiang

Ph.D student at the NLP group of Nanjing University.

[GAO ChangJiang @gao_cj]

Thanks for posting our work🥰

[DailyPapers @HuggingPapers]

New paper alert! Could thinking multilingually empower LLM reasoning?

Exploring the potential for multilingualism in reasoning tasks, and finding it offers significant and robust advantages over English-only approaches.

[GAO ChangJiang @gao_cj]

My sincere thanks go to all coauthors for their essential contributions to this work @xuhuang87, @Wenhao_NLP, @lileics, Shujian Huang, and @t_feyuan!

[GAO ChangJiang @gao_cj]

📢 Happy to bring our new paper! 🤩

> Non-En can exceed En in reasoning tasks
> Ensembling 4+ langs in inference can bring about 10% more theoretical gain than En
> Gain robust to lang choice and translation quality

Paper: https://t.co/u2aTV9UBfc
Repo: https://t.co/36Fbikvn1S

[GAO ChangJiang @gao_cj]

We finally analyzed the possible reasons for the high but challenging upper bound:

> Language-difficulty match and key advantage languages can be found to help multilingual reasoning

> Minority correctness and model language biases makes the upper bound hard to achieve

(🧵3/3)

[FeYuan @t_feyuan]

🚀Exciting new!

Introducing LLaMAX, a powerful LLM with enhanced translation performance across all 101 languages.

🔥 LLaMAX provides a better starting point for multilingual tasks and lots of analysis on the multilingual continual pre-training.

https://t.co/0RdwuA3k0v

[GAO ChangJiang @gao_cj]

Touching, but just not stories of mine...😭 https://t.co/YXmPkIAJ0V

[CNN @CNN]

#ValentinesDay is almost here. Listen to real love stories from real people around the world https://t.co/RkDvaywKWU

[GAO ChangJiang @gao_cj]

What if origin gravitational waves don't make their way to earth? Universe's too big for even light-speeds https://t.co/0zgM1hwfcU

[BBC North America @BBCNorthAmerica]

"We live in a universe so clever it took its own baby picture"
Dr. Gates explains #gravitational waves on #BBCWNA
https://t.co/zVMRpVzmfM

[GAO ChangJiang @gao_cj]

Chinese grandmas also recommend chicken soup, but using hens and without noodles https://t.co/BDyYZ2oHD1

[The New York Times @nytimes]

Grandma said chicken soup would cure your cold. The data proves she was onto something. https://t.co/d67AHTLTNv

[GAO ChangJiang @gao_cj]

A brave and respectable man! https://t.co/9rjzMRiP87

[The New York Times Archives @NYTArchives]

Nelson Mandela is freed from prison, this day in 1990. https://t.co/5et82wPZ17

[GAO ChangJiang @gao_cj]

@guardian Does who did it matter? It's striking them anyway

[GAO ChangJiang @gao_cj]

It's a great progress, but far away from solving our energy and environment problems. Hope the industry to grow. https://t.co/uRN5SWjaA7

[The Guardian @guardian]

China overtakes EU to become global wind power leader https://t.co/91cRDcgKpq

[GAO ChangJiang @gao_cj]

The leader of that country is pushing his people into a hell of isolation https://t.co/9By7YKAZrn

[TIME @TIME]

North Korea orders military takeover of border factories https://t.co/oUZTzVSTJZ

[GAO ChangJiang @gao_cj]

It's strange to dress glamorously in the countryside, while it's unbearable to see people dress rurally in the city https://t.co/AlszuRqlw0

[CNN International @cnni]

City slicker or country bumpkin? Chinese migrants' Lunar New Year makeovers go viral: https://t.co/QaoaEgS3lc

[The New York Times @nytimes]

"It's the Year of the Angry Voter" https://t.co/WizTHChNuw via @nytopinion

[GAO ChangJiang @gao_cj]

Starting twitting today... Time to higher English level😂