@inproceedings{siddig-georges-2026-enhancing, title = "Enhancing Legal Reasoning in Pre-trained Language Models via Knowledge Graph-Guided Multi-Task Pre-training", author = "Siddig, Ibrahim and Georges, Munir", editor = "Aletras, Nikolaos and Chalkidis, Ilias and Barrett, Leslie and Goanț{\u{a}}, C{\u{a}}t{\u{a}}lina and Preoțiuc-Pietro, Daniel and Spanakis, Gerasimos and Xu, Shanshan", booktitle = "Proceedings of the Natural Legal Language Processing Workshop 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.nllp-1.45/", pages = "548--561", ISBN = "979-8-89176-494-1" }