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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 15261550 of 4002 papers

TitleStatusHype
ValNorm Quantifies Semantics to Reveal Consistent Valence Biases Across Languages and Over CenturiesCode0
Exploiting Class Labels to Boost Performance on Embedding-based Text Classification0
Fair Is Better than Sensational: Man Is to Doctor as Woman Is to Doctor0
\'Etude sur le r\'esum\'e comparatif gr\^ace aux plongements de mots (Comparative summarization study using word embeddings)0
Unsupervised Word Translation with Adversarial Autoencoder0
Apprentissage de plongements de mots sur des corpus en langue de sp\'ecialit\'e : une \'etude d'impact (Learning word embeddings on domain specific corpora : an impact study )0
Du bon usage d'ingr\'edients linguistiques sp\'eciaux pour classer des recettes exceptionnelles (Using Special Linguistic Ingredients to Classify Exceptional Recipes )0
Hybrid Improved Document-level Embedding (HIDE)0
R\'epliquer et \'etendre pour l'alsacien ``\'Etiquetage en parties du discours de langues peu dot\'ees par sp\'ecialisation des plongements lexicaux'' (Replicating and extending for Alsatian : ``POS tagging for low-resource languages by adapting word embeddings'')0
BERT-based Ensembles for Modeling Disclosure and Support in Conversational Social Media Text0
Word Sense Distance in Human Similarity Judgements and Contextualised Word Embeddings0
Data Augmentation with Unsupervised Machine Translation Improves the Structural Similarity of Cross-lingual Word Embeddings0
InfiniteWalk: Deep Network Embeddings as Laplacian Embeddings with a NonlinearityCode0
Quasi-orthonormal Encoding for Machine Learning ApplicationsCode0
TIME: Text and Image Mutual-Translation Adversarial Networks0
A Study of Neural Matching Models for Cross-lingual IR0
AutoSUM: Automating Feature Extraction and Multi-user Preference Simulation for Entity SummarizationCode0
Degree-Aware Alignment for Entities in TailCode0
Acoustic Word Embedding System for Code-Switching Query-by-example Spoken Term Detection0
Living Machines: A study of atypical animacyCode0
The Frankfurt Latin Lexicon: From Morphological Expansion and Word Embeddings to SemioGraphsCode0
Enhancing Word Embeddings with Knowledge Extracted from Lexical ResourcesCode0
GM-CTSC at SemEval-2020 Task 1: Gaussian Mixtures Cross Temporal Similarity Clustering0
Embeddings as representation for symbolic music0
Contextual Embeddings: When Are They Worth It?0
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