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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 851875 of 4002 papers

TitleStatusHype
A Comprehensive Comparison of Word Embeddings in Event & Entity Coreference Resolution.Code0
Multi-task Learning for Target-dependent Sentiment ClassificationCode0
myNER: Contextualized Burmese Named Entity Recognition with Bidirectional LSTM and fastText Embeddings via Joint Training with POS TaggingCode0
NE-Table: A Neural key-value table for Named EntitiesCode0
A Survey of Word Embeddings Evaluation MethodsCode0
Context-Aware Cross-Lingual MappingCode0
Better Word Embeddings by Disentangling Contextual n-Gram InformationCode0
A Deep Relevance Model for Zero-Shot Document FilteringCode0
A Survey on Contextualised Semantic Shift DetectionCode0
Context encoders as a simple but powerful extension of word2vecCode0
Analysing Word Representation from the Input and Output Embeddings in Neural Network Language ModelsCode0
Context Reinforced Neural Topic Modeling over Short TextsCode0
Context Selection for Embedding ModelsCode0
A Survey on Sentence Embedding Models Performance for Patent AnalysisCode0
A Comparative Analysis of Static Word Embeddings for HungarianCode0
Neural Domain Adaptation for Biomedical Question AnsweringCode0
Uncovering Challenges of Solving the Continuous Gromov-Wasserstein ProblemCode0
Neural Networks approaches focused on French Spoken Language Understanding: application to the MEDIA Evaluation TaskCode0
Neural Semantic Parsing with Anonymization for Command Understanding in General-Purpose Service RobotsCode0
Neural Structural Correspondence Learning for Domain AdaptationCode0
Deep Unordered Composition Rivals Syntactic Methods for Text ClassificationCode0
Asynchronous Training of Word Embeddings for Large Text CorporaCode0
Contextualized Diachronic Word RepresentationsCode0
Degree-Aware Alignment for Entities in TailCode0
Better Summarization Evaluation with Word Embeddings for ROUGECode0
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