LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs?

Jan Cegin, Jakub Simko, Peter Brusilovsky

The generative large language models (LLMs) are increasingly being used for data augmentation tasks, where text samples are LLM-paraphrased and then used for classifier fine-tuning…