The repository contains the benchmark, the dataset, the annotations and the code to reproduce the results reported in the paper: V. Carletti, A. Greco, M. Marseglia, M. Vento, "Context Matters: Towards Adaptable Open Vocabulary Video Event Detection in the Wild", European Conference on Computer Vision Workshops 2026.