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ConceptNet Numberbatch consists of state-of-the-art semantic vectors (also known as word embeddings) that can be used directly as a representation of word meanings or as a starting point for further machine learning.
GloVe is an unsupervised learning algorithm for obtaining vector representations for words.
In this project, we learned embeddings for Wikipedia articles and Wikidata items by applying Word2vec models to a corpus of reading sessions.
EMNLP, 14, page ( 1532--1543. ) 2014
( Advances in Neural Information Processing Systems 27, Curran Associates, Inc., ) 2014
HLT-NAACL, page 746--751. ( The Association for Computational Linguistics, ) 2013
EMNLP-CoNLL, page 477-485. ( ACL, ) 2007
EMNLP-CoNLL, page 1005-1014. ( ACL, ) 2007
EMNLP-CoNLL, page 783-790. ( ACL, ) 2007
EMNLP-CoNLL, page 1015-1023. ( ACL, ) 2007
EMNLP-CoNLL, page 1024-1033. ( ACL, ) 2007
Workshop on Deep Learning and Unsupervised Feature Learning, NIPS, 10, ( ) 2010
NIPS, page 1921-1929. ( Curran Associates, Inc., ) 2010