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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 39764000 of 4002 papers

TitleStatusHype
IMAGINATOR: Pre-Trained Image+Text Joint Embeddings using Word-Level Grounding of ImagesCode0
Are the Best Multilingual Document Embeddings simply Based on Sentence Embeddings?Code0
Word Embeddings via Tensor FactorizationCode0
Imparting Interpretability to Word Embeddings while Preserving Semantic StructureCode0
Unsupervised Alignment of Embeddings with Wasserstein ProcrustesCode0
Reflection-based Word Attribute TransferCode0
Unsupervised Approach to Evaluate Sentence-Level Fluency: Do We Really Need Reference?Code0
An Automatic Question Usability Evaluation ToolkitCode0
Improve Chinese Word Embeddings by Exploiting Internal StructureCode0
Building a Kannada POS Tagger Using Machine Learning and Neural Network ModelsCode0
Words with Consistent Diachronic Usage Patterns are Learned Earlier: A Computational Analysis Using Temporally Aligned Word EmbeddingsCode0
Multi-granular Legal Topic Classification on Greek LegislationCode0
Improved Biomedical Word Embeddings in the Transformer EraCode0
Multi hash embeddings in spaCyCode0
Multi-label Categorization of Accounts of Sexism using a Neural FrameworkCode0
Automatic Argumentative-Zoning Using Word2vecCode0
Improved Relation Extraction with Feature-Rich Compositional Embedding ModelsCode0
Multi-Label Image Recognition with Graph Convolutional NetworksCode0
BRUMS at SemEval-2020 Task 3: Contextualised Embeddings for Predicting the (Graded) Effect of Context in Word SimilarityCode0
Still a Pain in the Neck: Evaluating Text Representations on Lexical CompositionCode0
Reinforced Counterfactual Data Augmentation for Dual Sentiment ClassificationCode0
Improved Word Representation Learning with SememesCode0
Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word RepresentationsCode0
Automated WordNet Construction Using Word EmbeddingsCode0
Improving Acoustic Word Embeddings through Correspondence Training of Self-supervised Speech RepresentationsCode0
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