Assessing the Macro and Micro Effects of Random Seeds on Fine-Tuning Large Language Models

Nghia Tuan Bui, Guergana K. Savova, Lijing Wang. Assessing the Macro and Micro Effects of Random Seeds on Fine-Tuning Large Language Models. In Kentaro Inui, Sakriani Sakti, Haofen Wang, Derek F. Wong, Pushpak Bhattacharyya, Biplab Banerjee, Asif Ekbal, Tanmoy Chakraborty 0002, Dhirendra Pratap Singh, editors, Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics, IJCNLP-AACL 2025, Mumbai, India, December 20-24, 2025. pages 41-46, The Asian Federation of Natural Language Processing and The Association for Computational Linguistics, 2025. [doi]

@inproceedings{BuiSW25,
  title = {Assessing the Macro and Micro Effects of Random Seeds on Fine-Tuning Large Language Models},
  author = {Nghia Tuan Bui and Guergana K. Savova and Lijing Wang},
  year = {2025},
  url = {https://aclanthology.org/2025.ijcnlp-short.3/},
  researchr = {https://researchr.org/publication/BuiSW25},
  cites = {0},
  citedby = {0},
  pages = {41-46},
  booktitle = {Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics, IJCNLP-AACL 2025, Mumbai, India, December 20-24, 2025},
  editor = {Kentaro Inui and Sakriani Sakti and Haofen Wang and Derek F. Wong and Pushpak Bhattacharyya and Biplab Banerjee and Asif Ekbal and Tanmoy Chakraborty 0002 and Dhirendra Pratap Singh},
  publisher = {The Asian Federation of Natural Language Processing and The Association for Computational Linguistics},
  isbn = {979-8-89176-299-2},
}