Mitigating Class Imbalance in Sentiment Analysis through GPT-3-Generated Synthetic Sentences

In this paper, we explore the effectiveness of the GPT-3 model in tackling imbalanced sentiment analysis, focusing on the Coursera online course review dataset that exhibits high imbalance. Training on such skewed datasets often results in a bias towards the majority class, undermining the classific...

Full description

Bibliographic Details

Published in:	Applied Sciences
Main Authors:	Cici Suhaeni, Hwan-Seung Yong
Format:	Article
Language:	English
Published:	MDPI AG 2023-08-01
Subjects:	GPT-3 imbalanced sentiment analysis sentiment analysis sentiment classification synthetics review generation text classification
Online Access:	https://www.mdpi.com/2076-3417/13/17/9766