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Embedding Words and Senses Together via Joint Knowledge-Enhanced Training
Massimiliano Mancini, Jose Camacho-Collados, Ignacio Iacobacci +1
Word embeddings are widely used in Natural Language Processing, mainly due to their success in capturing semantic information from massive corpora. However, their creation process…
A Large-Scale Multilingual Disambiguation of Glosses
José Camacho Collados, Claudio Delli Bovi, Alessandro Raganato +1
Linking concepts and named entities to knowledge bases has become a crucial Natural Language Understanding task. In this respect, recent works have shown the key advantage of explo…
Semantic Representations of Word Senses and Concepts
José Camacho-Collados, Ignacio Iacobacci, Roberto Navigli +1
Representing the semantics of linguistic items in a machine-interpretable form has been a major goal of Natural Language Processing since its earliest days. Among the range of diff…