An exploratory study of conventional machine learning and large language models for sentiment analysis

• Main Authors: ZOU, Cui, CAI, Jingyuan, CHEN, Langtao, NAH, Fiona Fui-hoon
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Sentiment Analysis; Large Language Models; GPT; FLAN-T5; Machine Learning; IMDb; Movie Reviews; Databases and Information Systems; Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/9961; https://ink.library.smu.edu.sg/context/sis_research/article/10961/viewcontent/ExploratoryStudy_ML_LLM_av.pdf
• Institution: Singapore Management University

Sentiment analysis is the use of natural language processing to identify affective states and determine people’s opinions in various analytical applications such as customer reviews and social media analyses. Large language models (LLMs) such as GPT-4o demonstrate impressive performance in text gene...