@inproceedings{hu-etal-2026-optimizing-reasoning, title = "Optimizing Reasoning {LLM}s for Automated Feature Engineering via Multi-Stage Direct Preference Optimization", author = "Hu, Mingzhi and Pan, Menghai and Chen, Yuzhong and Wang, Junpeng and Dou, Yingtong and Rakesh, Vineeth and Le, Hoang Anh Duy and Saini, Uday Singh and Dai, Xin and Fan, Xiran and Liu, Yuqing and Cai, Yiwei", editor = "Zhang, Yue and Xu, Ruifeng and Purwarianti, Ayu and Rong, Tong and Suzuki, Jun", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {IJCNLP}-{AACL} 2026", month = nov, year = "2026", address = "Hengqin, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-aacl.233/", pages = "4599--4618", ISBN = "979-8-89176-444-6" }