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Contextualized Word Embeddings
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Natural Language Processing
•
Word Embeddings
• 7 methods
Methods
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Method
Year
Papers
ELMo
Deep contextualized word representations
2018
233
USE
Multilingual Universal Sentence Encoder for Semantic Retrieval
2019
24
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
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