Word Embeddings

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Method	Year	Papers
GloVe GloVe: Global Vectors for Word Representation	2014	347
fastText Enriching Word Vectors with Subword Information	2016	236
ELMo Deep contextualized word representations	2018	233
USE Multilingual Universal Sentence Encoder for Semantic Retrieval	2019	24
UNITER UNITER: UNiversal Image-TExt Representation Learning	2019	23
Skip-gram Word2Vec Efficient Estimation of Word Representations in Vector Space	2013	14
CoVe Learned in Translation: Contextualized Word Vectors	2017	12
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