Low-Resource Deontic Modality Classification in EU Legislation
Kristina Minkova,
Shashank Chakravarthy,
Gijs Dijck
Abstract:In law, it is important to distinguish between obligations, permissions, prohibitions, rights, and powers. These categories are called deontic modalities. This paper evaluates the performance of two deontic modality classification models, LEGAL-BERT and a Fusion model, in a low-resource setting. To create a generalized dataset for multi-class classification, we extracted random provisions from European Union (EU) legislation. By finetuning previously researched and published models, we evaluate their performan… Show more
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