Extraction of Information Provision Activity Requirements from EU Acquis

Jakub Piskorski, Dominik Skotarczak


Abstract
We report on experiments on information extraction (IE) from EU Acquis, the European Union law. We introduce a new IE task of Information Provision Activity Requirement Extraction. This task comprises the identification of text fragments that introduce an obligation to provide information, and the extraction of structured information about the key entities involved along with the temporal modalities. We compare various technologies for this task, i.e. knowledge-, classical ML-, transformer-, and generative AI-based approaches, on a new benchmark corpus.
Anthology ID:
2025.emnlp-industry.102
Volume:
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track
Month:
November
Year:
2025
Address:
Suzhou (China)
Editors:
Saloni Potdar, Lina Rojas-Barahona, Sebastien Montella
Venue:
EMNLP
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
1451–1471
Language:
URL:
https://aclanthology.org/2025.emnlp-industry.102/
DOI:
Bibkey:
Cite (ACL):
Jakub Piskorski and Dominik Skotarczak. 2025. Extraction of Information Provision Activity Requirements from EU Acquis. In Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track, pages 1451–1471, Suzhou (China). Association for Computational Linguistics.
Cite (Informal):
Extraction of Information Provision Activity Requirements from EU Acquis (Piskorski & Skotarczak, EMNLP 2025)
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PDF:
https://aclanthology.org/2025.emnlp-industry.102.pdf