Word Embeddings

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Method	Year	Papers
GloVe GloVe: Global Vectors for Word Representation	2014	318
ELMo Deep contextualized word representations	2018	227
fastText Enriching Word Vectors with Subword Information	2016	211
UNITER UNITER: UNiversal Image-TExt Representation Learning	2019	23
USE Multilingual Universal Sentence Encoder for Semantic Retrieval	2019	18
Skip-gram Word2Vec Efficient Estimation of Word Representations in Vector Space	2013	14
CoVe Learned in Translation: Contextualized Word Vectors	2017	9
Cross-View Training Semi-Supervised Sequence Modeling with Cross-View Training	2018	8
Contextualized Topic Models Cross-lingual Contextualized Topic Models with Zero-shot Learning	2020	7
TWEC Training Temporal Word Embeddings with a Compass	2019	7
CBoW Word2Vec Efficient Estimation of Word Representations in Vector Space	2013	6
context2vec context2vec: Learning Generic Context Embedding with Bidirectional LSTM	2016	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
Categorical Modularity Evaluating Word Embeddings with Categorical Modularity	2021	1
Poincaré Embeddings Poincaré Embeddings for Learning Hierarchical Representations	2017	1