APA (7th ed.) Citation

Liu, N., Sun, C., Klinkner, K., & Malmasi, S. (2026). Beyond Pairs: Your Language Model is Secretly Optimizing a Preference Graph.

Chicago Style (17th ed.) Citation

Liu, Ning, Chuanneng Sun, Kristina Klinkner, and Shervin Malmasi. Beyond Pairs: Your Language Model Is Secretly Optimizing a Preference Graph. 2026.

MLA (9th ed.) Citation

Liu, Ning, et al. Beyond Pairs: Your Language Model Is Secretly Optimizing a Preference Graph. 2026.