APA (7th ed.) Citation

Wang, Z., Zhang, D., Agrawal, I., Gao, S., Song, L., & Chen, X. (2025). Beyond Profile: From Surface-Level Facts to Deep Persona Simulation in LLMs.

Chicago Style (17th ed.) Citation

Wang, Zixiao, Duzhen Zhang, Ishita Agrawal, Shen Gao, Le Song, and Xiuying Chen. Beyond Profile: From Surface-Level Facts to Deep Persona Simulation in LLMs. 2025.

MLA (9th ed.) Citation

Wang, Zixiao, et al. Beyond Profile: From Surface-Level Facts to Deep Persona Simulation in LLMs. 2025.