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大型語言模型的挑戰與應用

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

大型語言模型(LLMs)在機器學習討論中從不存在變得無所不在只用了幾年的時間。由於領域發展迅速,很難確定尚存的挑戰和已經取得成果的應用領域。在本文中,我們旨在建立一套系統化的開放問題和應用成功案例,以便機器學習研究人員能更快地理解該領域的現狀並提高生產力。
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.
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