APA (7th ed.) Citation

Liu, Y., Xu, X., Nie, E., Wang, Z., Feng, S., Wang, D., . . . Schütze, H. (2025). Look Within or Look Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning.

Chicago Style (17th ed.) Citation

Liu, Yongkang, Xingle Xu, Ercong Nie, Zijing Wang, Shi Feng, Daling Wang, Qian Li, and Hinrich Schütze. Look Within or Look Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning. 2025.

MLA (9th ed.) Citation

Liu, Yongkang, et al. Look Within or Look Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning. 2025.