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Word Embeddings

Word embedding is the collective name for a set of language modeling and feature learning techniques in natural language processing (NLP) where words or phrases from the vocabulary are mapped to vectors of real numbers.

Techniques for learning word embeddings can include Word2Vec, GloVe, and other neural network-based approaches that train on an NLP task such as language modeling or document classification.

( Image credit: Dynamic Word Embedding for Evolving Semantic Discovery )

Papers

Showing 701725 of 4002 papers

TitleStatusHype
Chemical Identification and Indexing in PubMed Articles via BERT and Text-to-Text Approaches0
Chinese Embedding via Stroke and Glyph Information: A Dual-channel View0
Bootstrap Domain-Specific Sentiment Classifiers from Unlabeled Corpora0
Chinese Hypernym-Hyponym Extraction from User Generated Categories0
Chinese Zero Pronoun Resolution with Deep Neural Networks0
Are Girls Neko or Sh\=ojo? Cross-Lingual Alignment of Non-Isomorphic Embeddings with Iterative Normalization0
Acoustic Word Embedding System for Code-Switching Query-by-example Spoken Term Detection0
Coming to Your Senses: on Controls and Evaluation Sets in Polysemy Research0
CitiusNLP at SemEval-2020 Task 3: Comparing Two Approaches for Word Vector Contextualization0
City2City: Translating Place Representations across Cities0
Boosting Named Entity Recognition with Neural Character Embeddings0
CLaC at SMM4H 2020: Birth Defect Mention Detection0
CLaC Lab at SemEval-2019 Task 3: Contextual Emotion Detection Using a Combination of Neural Networks and SVM0
ClaiRE at SemEval-2018 Task 7: Classification of Relations using Embeddings0
An Unsupervised Approach for Mapping between Vector Spaces0
A Review of Cross-Domain Text-to-SQL Models0
Classification Attention for Chinese NER0
Coming to its senses: Lessons learned from Approximating Retrofitted BERT representations for Word Sense information0
A Review of Standard Text Classification Practices for Multi-label Toxicity Identification of Online Content0
Classification of Micro-Texts Using Sub-Word Embeddings0
Classifying Out-of-vocabulary Terms in a Domain-Specific Social Media Corpus0
A Review on Deep Learning Techniques Applied to Answer Selection0
Classifying Semantic Clause Types: Modeling Context and Genre Characteristics with Recurrent Neural Networks and Attention0
Classifying Text-Based Conspiracy Tweets related to COVID-19 using Contextualized Word Embeddings0
Community Evaluation and Exchange of Word Vectors at wordvectors.org0
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