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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 37763800 of 4002 papers

TitleStatusHype
Mapping Unseen Words to Task-Trained Embedding Spaces0
Deep convolutional acoustic word embeddings using word-pair side informationCode0
Bidirectional Long Short-Term Memory Networks for Relation Classification0
Reducing Lexical Features in Parsing by Word Embeddings0
Bilingual Distributed Word Representations from Document-Aligned Comparable Data0
Word, graph and manifold embedding from Markov processes0
Splitting Compounds by Semantic Analogy0
Take and Took, Gaggle and Goose, Book and Read: Evaluating the Utility of Vector Differences for Lexical Relation LearningCode0
Encoding Prior Knowledge with Eigenword Embeddings0
Evaluation of Word Vector Representations by Subspace AlignmentCode0
How to Avoid Unwanted Pregnancies: Domain Adaptation using Neural Network Models0
Supervised Phrase Table Triangulation with Neural Word Embeddings for Low-Resource Languages0
Neural Networks for Open Domain Targeted SentimentCode0
Multi-Perspective Sentence Similarity Modeling with Convolutional Neural Networks0
Evaluation methods for unsupervised word embeddings0
Semi-Supervised Bootstrapping of Relationship Extractors with Distributional Semantics0
A Model of Zero-Shot Learning of Spoken Language Understanding0
Reinforcing the Topic of Embeddings with Theta Pure Dependence for Text Classification0
Fine-grained Opinion Mining with Recurrent Neural Networks and Word Embeddings0
Summarization Based on Embedding Distributions0
SHEF-NN: Translation Quality Estimation with Neural Networks0
Online Learning of Interpretable Word EmbeddingsCode0
A Linguistically Informed Convolutional Neural Network0
Bilingual Correspondence Recursive Autoencoder for Statistical Machine Translation0
Translation Invariant Word Embeddings0
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