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Static Word Embeddings
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Natural Language Processing
•
Word Embeddings
• 7 methods
Methods
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Method
Year
Papers
GloVe
GloVe: Global Vectors for Word Representation
2014
341
fastText
Enriching Word Vectors with Subword Information
2016
233
Skip-gram Word2Vec
Efficient Estimation of Word Representations in Vector Space
2013
14
CBoW Word2Vec
Efficient Estimation of Word Representations in Vector Space
2013
6
Mirror-BERT
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders
2021
6
lda2vec
Mixing Dirichlet Topic Models and Word Embeddings to Make lda2vec
2016
1
Poincaré Embeddings
Poincaré Embeddings for Learning Hierarchical Representations
2017
1