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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 3401–3425 of 4002 papers

TitleStatusHype
Recent Developments within BulTreeBank—0
Dual Embeddings and Metrics for Relational Similarity—0
Incorporating visual features into word embeddings: A bimodal autoencoder-based approach—0
Unsupervised Induction of Compositional Types for English Adjective-Noun Pairs—0
Learning to Compose Spatial Relations with Grounded Neural Language Models—0
Distributional Lesk: Effective Knowledge-Based Word Sense Disambiguation—0
Sense Embeddings in Knowledge-Based Word Sense DisambiguationCode0
Distributional regularities of verbs and verbal adjectives: Treebank evidence and broader implications—0
Using Neural Word Embeddings in the Analysis of the Clinical Semantic Verbal Fluency Task—0
Neural Disambiguation of Causal Lexical Markers Based on ContextCode0
Sparse Coding of Neural Word Embeddings for Multilingual Sequence Labeling—0
Joint Prediction of Word Alignment with Alignment Types—0
Self-Taught Convolutional Neural Networks for Short Text ClusteringCode0
Expanding Subjective Lexicons for Social Media Mining with Embedding Subspaces—0
Sparse Coding of Neural Word Embeddings for Multilingual Sequence Labeling—0
Building a robust sentiment lexicon with (almost) no resource—0
Multilingual Word Embeddings using Multigraphs—0
FastText.zip: Compressing text classification modelsCode1
ConceptNet 5.5: An Open Multilingual Graph of General KnowledgeCode2
Embedding Words and Senses Together via Joint Knowledge-Enhanced Training—0
Guided Open Vocabulary Image Captioning with Constrained Beam SearchCode0
N-best Rescoring for Parsing Based on Dependency-Based Word Embeddings—0
NER for Medical Entities in Twitter using Sequence to Sequence Neural Networks—0
Supervised Word Mover's DistanceCode0
WordForce: Visualizing Controversial Words in Debates—0
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