04:00
2026-08-14
arxiv.org
natural-language-processing
Class-Structure Preservation Beats Diversity: A Comprehensive Benchmark of Text Augmentation Methods for Imbalanced Text Classification
A new benchmark of 11 text augmentation methods on seven public datasets finds that all LLM-based methods are statistically equivalent or inferior to the classical embedding-space SMOTE-style retrieva…