大型语言模型的挑战与应用
Challenges and Applications of Large Language Models
July 19, 2023
作者: Jean Kaddour, Joshua Harris, Maximilian Mozes, Herbie Bradley, Roberta Raileanu, Robert McHardy
cs.AI
摘要
在机器学习领域,大型语言模型(LLMs)在短短几年内从不存在变得无处不在。由于该领域发展迅速,很难确定尚存的挑战和已经取得成果的应用领域。本文旨在建立一套系统的开放问题和应用成功案例,以便让机器学习研究人员更快地了解该领域的当前状态并提高工作效率。
English
Large Language Models (LLMs) went from non-existent to ubiquitous in the
machine learning discourse within a few years. Due to the fast pace of the
field, it is difficult to identify the remaining challenges and already
fruitful application areas. In this paper, we aim to establish a systematic set
of open problems and application successes so that ML researchers can
comprehend the field's current state more quickly and become productive.