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2. YAYI 2: Multilingual Open-Source Large Language Models

Author

Luo, Yin, Kong, Qingchao, Xu, Nan, Cao, Jia, Hao, Bao, Qu, Baoyu, Chen, Bo, Zhu, Chao, Zhao, Chenyang, Zhang, Donglei, Feng, Fan, Zhao, Feifei, Sun, Hailong, Yang, Hanxuan, Pan, Haojun, Liu, Hongyu, Guo, Jianbin, Du, Jiangtao, Wang, Jingyi, Li, Junfeng, Sun, Lei, Liu, Liduo, Dong, Lifeng, Liu, Lili, Wang, Lin, Zhang, Liwen, Wang, Minzheng, Wang, Pin, Yu, Ping, Li, Qingxiao, Yan, Rui, Zou, Rui, Li, Ruiqun, Huang, Taiwen, Wang, Xiaodong, Wu, Xiaofei, Peng, Xin, Zhang, Xina, Fang, Xing, Xiao, Xinglin, Hao, Yanni, Dong, Yao, Wang, Yigang, Liu, Ying, Jiang, Yongyu, Wang, Yungan, Wang, Yuqi, Wang, Zhangsheng, Yu, Zhaoxin, Luo, Zhen, Mao, Wenji, Wang, Lei, and Zeng, Dajun

Subjects
Computer Science - Computation and Language, Computer Science - Artificial Intelligence
Abstract

As the latest advancements in natural language processing, large language models (LLMs) have achieved human-level language understanding and generation abilities in many real-world tasks, and even have been regarded as a potential path to the artificial general intelligence. To better facilitate research on LLMs, many open-source LLMs, such as Llama 2 and Falcon, have recently been proposed and gained comparable performances to proprietary models. However, these models are primarily designed for English scenarios and exhibit poor performances in Chinese contexts. In this technical report, we propose YAYI 2, including both base and chat models, with 30 billion parameters. YAYI 2 is pre-trained from scratch on a multilingual corpus which contains 2.65 trillion tokens filtered by our pre-training data processing pipeline. The base model is aligned with human values through supervised fine-tuning with millions of instructions and reinforcement learning from human feedback. Extensive experiments on multiple benchmarks, such as MMLU and CMMLU, consistently demonstrate that the proposed YAYI 2 outperforms other similar sized open-source models.

Published
2023

4. Insights into the assembly of the neovaginal microbiota in Mayer-Rokitansky-Küster-Hauser (MRKH) syndrome patients

Author

Chen, Na, Hao, Lilan, Zhang, Zhe, Qin, Chenglu, Jie, Zhuye, Pan, Hongxin, Duan, Jiali, Huang, Xincheng, Zhang, Yunhong, Gao, Hongqin, Lu, Ruike, Sun, Tianshu, Yang, Hua, Shi, Jinqiu, Liang, Maolian, Guo, Jianbin, Gao, Qianqian, Zhao, Xiaoyue, Dou, Zhiyuan, Xiao, Liang, Zhang, Shaoqiao, Jin, Xin, Xu, Xun, Yang, Huanming, Wang, Jian, Jia, Huijue, Zhang, Tao, Kristiansen, Karsten, Chen, Chen, and Zhu, Lan

Published
2024
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17. Preface

Author

Guo, Jianbin, Chen, Jingjing, An, Ran, Series Editor, Lei, Weizhen, Series Editor, Wu, Fei, Series Editor, Guo, Jianbin, and Chen, Jingjing

Published
2024
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