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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

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Showing 3801–3825 of 4002 papers

TitleStatusHype
Whole-Word Segmental Speech Recognition with Acoustic Word EmbeddingsCode0
Fully Statistical Neural Belief TrackingCode0
Massive vs. Curated Word Embeddings for Low-Resourced Languages. The Case of Yorùbá and TwiCode0
Skill2vec: Machine Learning Approach for Determining the Relevant Skills from Job DescriptionCode0
Fusing Document, Collection and Label Graph-based Representations with Word Embeddings for Text ClassificationCode0
Skip-gram word embeddings in hyperbolic spaceCode0
Using Language Learner Data for Metaphor DetectionCode0
Abolitionist Networks: Modeling Language Change in Nineteenth-Century Activist NewspapersCode0
GAProtoNet: A Multi-head Graph Attention-based Prototypical Network for Interpretable Text ClassificationCode0
GARI: Graph Attention for Relative Isomorphism of Arabic Word EmbeddingsCode0
Gaussian LDA for Topic Models with Word EmbeddingsCode0
GCDT: A Global Context Enhanced Deep Transition Architecture for Sequence LabelingCode0
Character Composition Model with Convolutional Neural Networks for Dependency Parsing on Morphologically Rich LanguagesCode0
The Shape of Word Embeddings: Quantifying Non-Isometry With Topological Data AnalysisCode0
Putting Evaluation in Context: Contextual Embeddings Improve Machine Translation EvaluationCode0
Putting words in context: LSTM language models and lexical ambiguityCode0
Centroid-based Text Summarization through Compositionality of Word EmbeddingsCode0
Gender Bias in Neural Natural Language ProcessingCode0
A Robust Bias Mitigation Procedure Based on the Stereotype Content ModelCode0
Sobolev Transport: A Scalable Metric for Probability Measures with Graph MetricsCode0
Word Embeddings (Also) Encode Human Personality StereotypesCode0
Generalizing Word Embeddings using Bag of SubwordsCode0
Bad Company---Neighborhoods in Neural Embedding Spaces Considered HarmfulCode0
Generating Fact Checking Summaries for Web ClaimsCode0
Generating Sense Embeddings for Syntactic and Semantic Analogy for PortugueseCode0
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