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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 36263650 of 4002 papers

TitleStatusHype
Exact gradient updates in time independent of output size for the spherical loss family0
Using Word Embeddings for Automatic Query Expansion0
Modelling User Preferences using Word Embeddings for Context-Aware Venue Recommendation0
Toward Word Embedding for Personalized Information Retrieval0
Using Word Embeddings in Twitter Election Classification0
Neural Morphological Tagging from Characters for Morphologically Rich Languages0
An empirical study on large scale text classification with skip-gram embeddings0
Quantifying and Reducing Stereotypes in Word Embeddings0
Siamese CBOW: Optimizing Word Embeddings for Sentence RepresentationsCode0
Learning Word Sense Embeddings from Word Sense Definitions0
Active Discriminative Text Representation Learning0
PSDVec: a Toolbox for Incremental and Scalable Word Embedding0
Sentence Similarity Measures for Fine-Grained Estimation of Topical Relevance in Learner Essays0
Inducing Domain-Specific Sentiment Lexicons from Unlabeled CorporaCode0
A Joint Model for Word Embedding and Word Morphology0
Multilingual Visual Sentiment Concept Matching0
Automated Image Captioning for Rapid Prototyping and Resource Constrained Environments0
Brundlefly at SemEval-2016 Task 12: Recurrent Neural Networks vs. Joint Inference for Clinical Temporal Information Extraction0
Revisiting Supertagging and Parsing: How to Use Supertags in Transition-Based Parsing0
Supervised Metaphor Detection using Conditional Random Fields0
Self-Reflective Sentiment Analysis0
Learning Cross-lingual Representations with Matrix Factorization0
Fashioning Data - A Social Media Perspective on Fast Fashion Brands0
Sentiment Lexicon Creation using Continuous Latent Space and Neural Networks0
Automatic Triage of Mental Health Forum Posts0
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