Better to Ask in English: Cross-Lingual Evaluation of Large Language Models for Healthcare Queries

Author:

Jin Yiqiao1ORCID,Chandra Mohit1ORCID,Verma Gaurav1ORCID,Hu Yibo1ORCID,De Choudhury Munmun1ORCID,Kumar Srijan1ORCID

Affiliation:

1. Georgia Institute of Technology, Atlanta, GA, USA

Funder

Microsoft

National Science Foundation

Centers for Disease Control and Prevention

Defense Advanced Research Projects Agency

Publisher

ACM

Reference96 articles.

1. Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, et al. Language models are few-shot learners. Advances in neural information processing systems, 33:1877--1901, 2020.

2. Zhikai Chen, Haitao Mao, Hang Li, Wei Jin, Hongzhi Wen, Xiaochi Wei, Shuaiqiang Wang, Dawei Yin, Wenqi Fan, Hui Liu, et al. Exploring the potential of large language models (llms) in learning on graphs. arXiv:2307.03393, 2023.

3. Yijia Xiao, Yiqiao Jin, Yushi Bai, Yue Wu, Xianjun Yang, Xiao Luo, Wenchao Yu, Xujiang Zhao, Yanchi Liu, Haifeng Chen, et al. Large language models can be good privacy protection learners. arXiv:2310.02469, 2023.

4. Haixin Wang, Xinlong Yang, Jianlong Chang, Dian Jin, Jinan Sun, Shikun Zhang, Xiao Luo, and Qi Tian. Mode approximation makes good vision-language prompts. arXiv:2305.08381, 2023.

5. Yijia Xiao, Jiezhong Qiu, Ziang Li, Chang-Yu Hsieh, and Jie Tang. Modeling protein using large-scale pretrain language model. In Pretrain@KDD 2021, 2021.

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