@inproceedings{ayman-etal-2026-proofbusters, title = "Proofbusters at {S}em{E}val-2026 Task 11: Neuro-Symbolic Syllogistic Reasoning via {LLM}-Guided Structure Extraction and Deterministic Validation", author = "Ayman, Mohamed and Marzouk, Khaled and Mashaly, Abdallah and Heriez, Ahmed", editor = "Kochmar, Ekaterina and Ghosh, Debanjan and North, Kai and Komachi, Mamoru", booktitle = "Proceedings of the 20th {I}nternational {W}orkshop on {S}emantic {E}valuation (2026)", month = jul, year = "2026", address = "San Diego, California, USA", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.semeval-1.182/", pages = "1407--1415", ISBN = "979-8-89176-414-9" }