APA (7th ed.) Citation

Shen, T., Mao, R., Wang, J., Sun, H., Zhang, J., Zhang, X., & Cambria, E. (2026). LLMdoctor: Token-Level Flow-Guided Preference Optimization for Efficient Test-Time Alignment of Large Language Models.

Chicago Style (17th ed.) Citation

Shen, Tiesunlong, Rui Mao, Jin Wang, Heming Sun, Jian Zhang, Xuejie Zhang, and Erik Cambria. LLMdoctor: Token-Level Flow-Guided Preference Optimization for Efficient Test-Time Alignment of Large Language Models. 2026.

MLA (9th ed.) Citation

Shen, Tiesunlong, et al. LLMdoctor: Token-Level Flow-Guided Preference Optimization for Efficient Test-Time Alignment of Large Language Models. 2026.