On the Eligibility of LLMs for Counterfactual Reasoning: A Decompositional Study - Yang, Shuai; Yang, Qi; Tang, Luoxi; Meng, Yuqiao; Guo, Nancy; Blackburn, Jeremy; Xi, Zhaohan (International Conference on Learning Representations, 2026)