Concept Recognition in European and National Law.

Rohan Nanda*, Giovanni Siragusa, Luigi Di Caro, Martin Theobald, Guido Boella, Livio Robaldo, Francesco Costamagna

*Corresponding author for this work

Research output: Contribution to conferencePaperAcademic

Abstract

This paper presents a concept recognition system for European and national legislation. Current named entity recognition (NER) systems do not focus on identifying concepts which are essential for interpretation and harmonization of European and national law. We utilized the IATE (Inter-Active Terminology for Europe) vocabulary, a state-of-the-art named entity recognition system andWikipedia to generate an annotated corpus for concept recognition. We applied conditional random fields (CRF) to identify concepts on a corpus of European directives and Statutory Instruments (SIs) of the United Kingdom. The CRF-based concept recognition system achieved an F1 score of 0.71 over the combined corpus of directives and SIs. Our results indicate the usability of a CRF-based learning system over dictionary tagging and state-of-the-art methods.
Original languageEnglish
Pages193-198
DOIs
Publication statusPublished - 2017
Externally publishedYes

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