论文标题

GPT-3的调查

a survey on GPT-3

论文作者

Zong, Mingyu, Krishnamachari, Bhaskar

论文摘要

本文提供了对GPT-3的介绍性调查。我们介绍了这项技术背后的一些历史发展,即GPT-3的一些关键特征,并讨论了机器学习模型和所使用的数据集。我们调查了在不同领域中应用GPT-3的学术和商业努力,例如开发会话AI聊天机器人,软件开发,创意工作,领域知识和业务生产力。我们讨论了GPT-3面临的一些挑战,例如训练复杂性,偏见和幻觉/错误答案的问题。我们还讨论了该领域的未来研究机会。

This paper provides an introductory survey to GPT-3. We cover some of the historical development behind this technology, some of the key features of GPT-3, and discuss the machine learning model and the datasets used. We survey both academic and commercial efforts applying GPT-3 in diverse domains such as developing conversational AI chatbots, software development, creative work, domain knowledge, and business productivity. We discuss some of the challenges that GPT-3 faces such as the problems of training complexity, bias, and hallucination/incorrect answers. We also discuss the future research opportunities in this area.

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