APA (7th ed.) Citation

Li, M., Li, Y., Li, Z., & Zhou, T. (2025). How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients.

Chicago Style (17th ed.) Citation

Li, Ming, Yanhong Li, Ziyue Li, and Tianyi Zhou. How Instruction and Reasoning Data Shape Post-Training: Data Quality Through the Lens of Layer-wise Gradients. 2025.

MLA (9th ed.) Citation

Li, Ming, et al. How Instruction and Reasoning Data Shape Post-Training: Data Quality Through the Lens of Layer-wise Gradients. 2025.