Synthetic Data Generation with Large Language Models for Text Classification: Potential and Limitations

Zhuoyan Li, Hangxiao Zhu, Zhuoran Lu, Ming Yin 0001. Synthetic Data Generation with Large Language Models for Text Classification: Potential and Limitations. In Houda Bouamor, Juan Pino 0001, Kalika Bali, editors, Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023, Singapore, December 6-10, 2023. pages 10443-10461, Association for Computational Linguistics, 2023. [doi]

@inproceedings{LiZL023-1,
  title = {Synthetic Data Generation with Large Language Models for Text Classification: Potential and Limitations},
  author = {Zhuoyan Li and Hangxiao Zhu and Zhuoran Lu and Ming Yin 0001},
  year = {2023},
  url = {https://aclanthology.org/2023.emnlp-main.647},
  researchr = {https://researchr.org/publication/LiZL023-1},
  cites = {0},
  citedby = {0},
  pages = {10443-10461},
  booktitle = {Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023, Singapore, December 6-10, 2023},
  editor = {Houda Bouamor and Juan Pino 0001 and Kalika Bali},
  publisher = {Association for Computational Linguistics},
  isbn = {979-8-89176-060-8},
}