@inproceedings{kordjamshidi-etal-2026-reasoners, title = "Reasoners or Translators? Contamination-aware Evaluation and Neuro-Symbolic Robustness on Tax Law", author = "Kordjamshidi, Parisa and Aslan, Samer and Seshadri, Madhavan and Barrett, Leslie and Santus, Enrico", editor = "Gupta, Vivek and Ding, Kaize and Kokel, Harsha and Zhao, Yue and Agarwal, Amit and Wang, Yu and Glass, Michael and Zhang, Yu and Srinivas, Kavitha and Chen, Xiusi and Hassanzadeh, Oktie and Zhu, Qi and Chang, Shuaichen and Luo, Yuan", booktitle = "Proceedings of the First Workshop on Structured Understanding, Retrieval, and Generation in the {LLM} Era ({SURG}e{LLM} 2026)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.surgellm-1.23/", pages = "344--360", ISBN = "979-8-89176-406-4" }