Deftor at SemEval-2016 task 14: Taxonomy enrichment using definition vectors

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Abstract

In this paper we describe the participation of the Joint Research Centre, EC, in task 14 - Semantic Taxonomy Enrichment at SemEval 2016. The algorithm which we propose transforms each candidate definition into a term vector, where each dimension represents a term and its value is calculated by TF.IDF. We attach the candidate term as a hyponym to the WordNet synset with the most similar definition. The results we obtained are encouraging, considering the simplicity of our approach. The obtained F measure is below the average, but above one of the baselines.

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Tanev, H., & Rotondi, A. (2016). Deftor at SemEval-2016 task 14: Taxonomy enrichment using definition vectors. In SemEval 2016 - 10th International Workshop on Semantic Evaluation, Proceedings (pp. 1342–1345). Association for Computational Linguistics (ACL). https://doi.org/10.18653/v1/s16-1210

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