@inproceedings{durand-etal-2026-pfr821, title = "pfr821 at {S}em{E}val-2026 Task 9: Multilingual Polarization Detection via Hybrid {XLM}-{R}o{BERT}a with Targeted Data Augmentation and Imbalance-Aware Training", author = "Durand, Antoine and Hamon, R{\'e}mi and Pereira, Matthieu and Boucneau, Nathan and Cintra, Paul", 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-1.160/", pages = "1169--1174", ISBN = "979-8-89176-414-9" }