Ice Cream Doesn’t Cause Drowning: Benchmarking LLMs Against Statistical Pitfalls in Causal Inference - Du, Jin; Chen, Li; Xian, Xun; Luo, An; Tian, Fangqiao; Wang, Ganghua; Doss, Charles; Shen, Xiaotong; Ding, Jie (International Conference on Learning Representations, 2026)