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Apr, 2023
使用ChatGPT生成和增强训练数据的ZeroShotDataAug
ZeroShotDataAug: Generating and Augmenting Training Data with ChatGPT
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Solomon Ubani, Suleyman Olcay Polat, Rodney Nielsen
TL;DR
利用生成式语言模型ChatGPT生成合成训练数据,以增强低资源场景下的数据,我们使用特定任务的ChatGPT提示,表现优于现有方法,并研究了评估合成数据相似性的方法,以验证和评估所生成数据的质量。
Abstract
In this paper, we investigate the use of data obtained from prompting a large
generative language model
, ChatGPT, to generate synthetic training data with the aim of augmenting data in
low resource scenarios
. We
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