Semantic Specialisation of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints

1 Jun 2017Nikola MrkšićIvan VulićDiarmuid Ó SéaghdhaIra LeviantRoi ReichartMilica GašićAnna KorhonenSteve Young

We present Attract-Repel, an algorithm for improving the semantic quality of word vectors by injecting constraints extracted from lexical resources. Attract-Repel facilitates the use of constraints from mono- and cross-lingual resources, yielding semantically specialised cross-lingual vector spaces... (read more)

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