Assessing Ocean’s Legal Protection Using AI: A New Dataset and a BERT-Based Classifier
In: 36th Annual International Conference on Legal Knowledge and Information Systems (JURIX) ; https://hal.univ-brest.fr/hal-04516129 ; 36th Annual International Conference on Legal Knowledge and Information Systems (JURIX), IOS Press, 2023, Frontiers in Artificial Intelligence and Applications, ⟨10.3233/FAIA230972⟩, 2023
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Zugriff:
International audience ; This paper aims to address the challenge of using artificial intelligence for empirical legal studies. We introduce a new annotated dataset on French marine environmental law dealing with definitions, bans, sanctions, and controls on living (turtles and seabirds) and non-living (plastic bags and straws) subjects. The annotation has been produced by law students and validated by a legal expert. Based on the developed dataset, we train a CamemBERT-based classifier which accurately predicts the class of a given legal article according to the pre-defined classes within the dataset we have created. The proposed training set and the resulting trained model provide a better interpretation and accessibility of legal texts to specialists and the general public, based on findings from legal studies and on natural language processing techniques.
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Assessing Ocean’s Legal Protection Using AI: A New Dataset and a BERT-Based Classifier
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| Autor/in / Beteiligte Person: | Al Mouatamid, Youssef ; Zahir, Jihad ; Bonnin, Marie ; Mousannif, Hajar ; Laboratoire des Sciences de l'Environnement Marin (LEMAR) (LEMAR) ; Institut de Recherche pour le Développement (IRD)-Institut Français de Recherche pour l'Exploitation de la Mer (IFREMER)-Université de Brest (UBO)-Institut Universitaire Européen de la Mer (IUEM) ; Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Université de Brest (UBO)-Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Université de Brest (UBO)-Centre National de la Recherche Scientifique (CNRS)-Centre National de la Recherche Scientifique (CNRS) ; ANR-17-EURE-0015,ISBlue,Interdisciplinary Graduate School for the Blue planet(2017) |
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| Zeitschrift: | 36th Annual International Conference on Legal Knowledge and Information Systems (JURIX) ; https://hal.univ-brest.fr/hal-04516129 ; 36th Annual International Conference on Legal Knowledge and Information Systems (JURIX), IOS Press, 2023, Frontiers in Artificial Intelligence and Applications, ⟨10.3233/FAIA230972⟩, 2023 |
| Veröffentlichung: | HAL CCSD ; IOS Press, 2023 |
| Medientyp: | Konferenz |
| DOI: | 10.3233/FAIA230972 |
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