cff-version: 1.2.0 title: "COLE: a Comprehensive Benchmark for French Language Understanding Evaluation" message: "If you use COLE in your research, please cite our paper." type: software authors: - given-names: David family-names: Beauchemin affiliation: Université Laval - given-names: Yan family-names: Tremblay affiliation: Université Laval - given-names: Mohamed Amine family-names: Youssef affiliation: Université Laval - given-names: Richard family-names: Khoury affiliation: Université Laval repository-code: "https://github.com/GRAAL-Research/COLE" url: "https://colebenchmark.org" license: MIT version: 1.0.0 date-released: "2025-10-07" preferred-citation: type: article title: "COLE: a Comprehensive Benchmark for French Language Understanding Evaluation" authors: - given-names: David family-names: Beauchemin - given-names: Yan family-names: Tremblay - given-names: Mohamed Amine family-names: Youssef - given-names: Richard family-names: Khoury year: 2025 url: "https://arxiv.org/abs/2510.05046" identifiers: - type: other value: "arXiv:2510.05046" description: arXiv preprint