APA (7th ed.) Citation

Shang, Y., Zhang, Q., Fang, C., Gu, S., Zhou, J., & Chen, Z. (2025). A Large-Scale Empirical Study on Fine-Tuning Large Language Models for Unit Testing. Proceedings of the ACM on software engineering, 2(ISSTA), 1678-1700. https://doi.org/10.1145/3728951

Chicago Style (17th ed.) Citation

Shang, Ye, Quanjun Zhang, Chunrong Fang, Siqi Gu, Jianyi Zhou, and Zhenyu Chen. "A Large-Scale Empirical Study on Fine-Tuning Large Language Models for Unit Testing." Proceedings of the ACM on Software Engineering 2, no. ISSTA (2025): 1678-1700. https://doi.org/10.1145/3728951.

MLA (9th ed.) Citation

Shang, Ye, et al. "A Large-Scale Empirical Study on Fine-Tuning Large Language Models for Unit Testing." Proceedings of the ACM on Software Engineering, vol. 2, no. ISSTA, 2025, pp. 1678-1700, https://doi.org/10.1145/3728951.