- Legal Nerc with Ontologies,Wikipedia and Curriculum Learning
Authors | Cristian Cardellino Milagro Teruel Laura Alonso Alemany Serena Villata |
|---|---|
Publication date | 2017 |
DOI | 10.18653/v1/E17-2041 |
Links | Original |
- Legal Nerc with Ontologies,Wikipedia and Curriculum Learning - scientific work related to Wikipedia quality published in 2017, written by Cristian Cardellino, Milagro Teruel, Laura Alonso Alemany and Serena Villata.
Overview
In this paper, authors present a Wikipedia-based approach to develop resources for the legal domain. Authors establish a mapping between a legal domain ontology, LKIF (Hoekstra et al., 2007), and a Wikipedia-based ontology, YAGO (Suchanek et al., 2007), and through that authors populate LKIF. Moreover, authors use the mentions of those entities in Wikipedia text to train a specific Named Entity Recognizer and Classifier. Authors find that this classifier works well in the Wikipedia, but, as could be expected, performance decreases in a corpus of judgments of the European Court of Human Rights. However, this tool will be used as a preprocess for human annotation. Authors resort to a technique called curriculum learning aimed to overcome problems of overfitting by learning increasingly more complex concepts. However, authors find that in this particular setting, the method works best by learning from most specific to most general concepts, not the other way round.
Embed
Wikipedia Quality
Cardellino, Cristian; Teruel, Milagro; Alemany, Laura Alonso; Villata, Serena. (2017). "[[- Legal Nerc with Ontologies,Wikipedia and Curriculum Learning]]". Association for Computational Linguistics. DOI: 10.18653/v1/E17-2041.
English Wikipedia
{{cite journal |last1=Cardellino |first1=Cristian |last2=Teruel |first2=Milagro |last3=Alemany |first3=Laura Alonso |last4=Villata |first4=Serena |title=- Legal Nerc with Ontologies,Wikipedia and Curriculum Learning |date=2017 |doi=10.18653/v1/E17-2041 |url=https://wikipediaquality.com/wiki/-_Legal_Nerc_with_Ontologies,Wikipedia_and_Curriculum_Learning |journal=Association for Computational Linguistics}}
HTML
Cardellino, Cristian; Teruel, Milagro; Alemany, Laura Alonso; Villata, Serena. (2017). "<a href="https://wikipediaquality.com/wiki/-_Legal_Nerc_with_Ontologies,Wikipedia_and_Curriculum_Learning">- Legal Nerc with Ontologies,Wikipedia and Curriculum Learning</a>". Association for Computational Linguistics. DOI: 10.18653/v1/E17-2041.
