Low-Precision Training of Large Language Models: Methods, Challenges, and Opportunities
大语言模型的低精度训练:方法、挑战与机遇
机构 * School of Information and Electronics, Beijing Institute of Technology(信息与电子学院,北京理工大学) ; Department of Computer Science, City University of Hong Kong(计算机科学系,香港城市大学) ; School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-sen University(网络科学与技术学院,中山大学深圳校区) ; School of Computer Science, Wuhan University(计算机科学学院,武汉大学) ; Baidu Inc.(百度公司) ; College of Computing and Data Science, Nanyang Technological University(计算与数据科学学院,南洋理工大学)
AI总结 本综述全面梳理大语言模型低精度训练方法,按数值格式分类并探讨相关挑战、鲁棒性及研究方向,助力统一该领域研究视角。