APA (7th ed.) Citation

Liu, H., Weng, S., Liu, X., Zhang, Z., Yan, A., & Liu, X. (2026). From 0-Order Selection to 2-Order Judgment: Combinatorial Hardening Exposes Compositional Failures in Frontier LLMs.

Chicago Style (17th ed.) Citation

Liu, Hanmeng, Shichao Weng, Xiulai Liu, Zhicai Zhang, Anli Yan, and Xiaozhang Liu. From 0-Order Selection to 2-Order Judgment: Combinatorial Hardening Exposes Compositional Failures in Frontier LLMs. 2026.

MLA (9th ed.) Citation

Liu, Hanmeng, et al. From 0-Order Selection to 2-Order Judgment: Combinatorial Hardening Exposes Compositional Failures in Frontier LLMs. 2026.