@article{textdataaugmentationforlargelanguage, title = {Text Data Augmentation for Large Language Models: A Comprehensive Survey of Methods, Challenges, and Opportunities}, author = {Yaping Chai and Haoran Xie and Joe S. Qin}, year = {2025}, eprint = {2501.18845}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2501.18845v1}, }