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

  Mrkšić, Nikola; Vulić, Ivan; Ó Séaghdha, Diarmuid; Leviant, Ira; Reichart, Roi; Gašić, Milica; Korhonen, AnnaYoung, Steve et al. (ACL, 2017-06-02)

  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 ...
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  The grammaticalization of epistemicity in Ibero-Romance: Alike processes, unlike outcomes 

  Corr, AV

  Typologically-unexpected overt expletives can be found in a restricted number of non-standard Ibero-Romance null-subject varieties. Historical data suggest that these overt expletives, which in today’s varieties show both ...
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  Code supporting: A Neural Network Multi- Task Learning Approach to Biomedical Named Entity Recognition 

  Crichton, GKO; Pyysalo, S
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  Towards a Seamless Integration of Word Senses into Downstream NLP Applications 

  Pilehvar, MT; Camacho-Collados, J; Navigli, R; Collier, N

  Lexical ambiguity can impede NLP systems from accurate understanding of semantics. Despite its potential benefits, the integration of sense-level information into NLP systems has remained understudied. By incorporating a ...

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