Performance-Efficiency Trade-Offs in Adapting Language Models to Text Classification Tasks

Laura Aina, Nikos Voskarides, Roi Blanco. Performance-Efficiency Trade-Offs in Adapting Language Models to Text Classification Tasks. In Yulan He 0001, Heng Ji, Yang Liu 0005, Sujian Li, Chia-Hui Chang, Soujanya Poria, Chenghua Lin, Wray L. Buntine, Maria Liakata, Hanqi Yan, Zonghan Yan, Sebastian Ruder, Xiaojun Wan, Miguel Arana-Catania, Zhongyu Wei, Hen-Hsen Huang, Jheng-Long Wu, Min-Yuh Day, Pengfei Liu, Ruifeng Xu, editors, Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing, AACL/IJCNLP 2022 - Volume 2: Short Papers, Online only, November 20-23, 2022. pages 244-253, Association for Computational Linguistics, 2022. [doi]

@inproceedings{AinaVB22,
  title = {Performance-Efficiency Trade-Offs in Adapting Language Models to Text Classification Tasks},
  author = {Laura Aina and Nikos Voskarides and Roi Blanco},
  year = {2022},
  url = {https://aclanthology.org/2022.aacl-short.31},
  researchr = {https://researchr.org/publication/AinaVB22},
  cites = {0},
  citedby = {0},
  pages = {244-253},
  booktitle = {Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing, AACL/IJCNLP 2022 - Volume 2: Short Papers, Online only, November 20-23, 2022},
  editor = {Yulan He 0001 and Heng Ji and Yang Liu 0005 and Sujian Li and Chia-Hui Chang and Soujanya Poria and Chenghua Lin and Wray L. Buntine and Maria Liakata and Hanqi Yan and Zonghan Yan and Sebastian Ruder and Xiaojun Wan and Miguel Arana-Catania and Zhongyu Wei and Hen-Hsen Huang and Jheng-Long Wu and Min-Yuh Day and Pengfei Liu and Ruifeng Xu},
  publisher = {Association for Computational Linguistics},
  isbn = {978-1-955917-64-3},
}