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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 13761400 of 4002 papers

TitleStatusHype
Beyond Adjacency Pairs: Hierarchical Clustering of Long Sequences for Human-Machine Dialogues0
Span-based discontinuous constituency parsing: a family of exact chart-based algorithms with time complexities from O(n\^6) down to O(n\^3)0
Robust Backed-off Estimation of Out-of-Vocabulary Embeddings0
The Chilean Waiting List Corpus: a new resource for clinical Named Entity Recognition in Spanish0
Evaluating Word Embeddings on Low-Resource Languages0
Evaluating Word Embeddings for Language Acquisition0
Methods for Numeracy-Preserving Word Embeddings0
Evaluating Bias In Dutch Word EmbeddingsCode0
"Thy algorithm shalt not bear false witness": An Evaluation of Multiclass Debiasing Methods on Word EmbeddingsCode0
A Cross-lingual Natural Language Processing Framework for Infodemic Management0
Differential Privacy and Natural Language Processing to Generate Contextually Similar Decoy Messages in Honey Encryption Scheme0
A Comprehensive Survey on Word Representation Models: From Classical to State-Of-The-Art Word Representation Language Models0
Learning Contextual Tag Embeddings for Cross-Modal Alignment of Audio and TagsCode0
Discovering and Interpreting Biased Concepts in Online CommunitiesCode0
Robust and Consistent Estimation of Word Embedding for Bangla Language by fine-tuning Word2Vec Model0
Autoencoding Improves Pre-trained Word Embeddings0
Contextualized Word Embeddings Encode Aspects of Human-Like Word Sense Knowledge0
Word Embeddings for Chemical Patent Natural Language Processing0
Anchor-based Bilingual Word Embeddings for Low-Resource Languages0
GiBERT: Introducing Linguistic Knowledge into BERT through a Lightweight Gated Injection Method0
Topic Modeling with Contextualized Word Representation Clusters0
Generating Adequate Distractors for Multiple-Choice Questions0
Comparative analysis of word embeddings in assessing semantic similarity of complex sentences0
Learning Graph-Based Priors for Generalized Zero-Shot Learning0
On the Effects of Using word2vec Representations in Neural Networks for Dialogue Act Recognition0
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