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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 25762600 of 4002 papers

TitleStatusHype
A Review on Deep Learning Techniques Applied to Answer Selection0
A LSTM Approach with Sub-Word Embeddings for Mongolian Phrase Break Prediction0
Sub-label dependencies for Neural Morphological Tagging -- The Joint Submission of University of Colorado and University of Helsinki for VarDial 20180
TRAC-1 Shared Task on Aggression Identification: IIT(ISM)@COLING'180
Learning Diachronic Analogies to Analyze Concept ChangeCode0
A New Approach to Animacy Detection0
Transition-based Neural RST Parsing with Implicit Syntax FeaturesCode0
Modeling with Recurrent Neural Networks for Open Vocabulary Slots0
From Text to Lexicon: Bridging the Gap between Word Embeddings and Lexical ResourcesCode0
Textual Aggression Detection through Deep Learning0
Identifying Aggression and Toxicity in Comments using Capsule Network0
Encoding Sentiment Information into Word Vectors for Sentiment Analysis0
Joint Learning from Labeled and Unlabeled Data for Information Retrieval0
Toward Better Loanword Identification in Uyghur Using Cross-lingual Word Embeddings0
Transferred Embeddings for Igbo Similarity, Analogy, and Diacritic Restoration Tasks0
What's in Your Embedding, And How It Predicts Task Performance0
JeSemE: Interleaving Semantics and Emotions in a Web Service for the Exploration of Language Change Phenomena0
Using Word Embeddings for Unsupervised Acronym Disambiguation0
Veyn at PARSEME Shared Task 2018: Recurrent Neural Networks for VMWE IdentificationCode0
Automatically Linking Lexical Resources with Word Sense Embedding Models0
Recognizing Humour using Word Associations and Humour Anchor Extraction0
Aggressive Language Identification Using Word Embeddings and Sentiment FeaturesCode0
Learning Word Meta-Embeddings by AutoencodingCode0
RuSentiment: An Enriched Sentiment Analysis Dataset for Social Media in Russian0
Improving Named Entity Recognition by Jointly Learning to Disambiguate Morphological TagsCode0
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