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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 101125 of 4002 papers

TitleStatusHype
Query2Prod2Vec: Grounded Word Embeddings for eCommerceCode1
Cross-Lingual Word Embedding Refinement by _1 Norm OptimisationCode1
SA2SL: From Aspect-Based Sentiment Analysis to Social Listening System for Business IntelligenceCode1
Playing Codenames with Language Graphs and Word EmbeddingsCode1
Cross-Lingual Word Embedding Refinement by _1 Norm OptimisationCode1
Probing BERT in Hyperbolic SpacesCode1
Revisiting Simple Neural Probabilistic Language ModelsCode1
VERB: Visualizing and Interpreting Bias Mitigation Techniques for Word RepresentationsCode1
Query2Prod2Vec Grounded Word Embeddings for eCommerceCode1
NuPS: A Parameter Server for Machine Learning with Non-Uniform Parameter AccessCode1
Self-Supervised Euphemism Detection and Identification for Content ModerationCode1
Be Careful about Poisoned Word Embeddings: Exploring the Vulnerability of the Embedding Layers in NLP ModelsCode1
Cooperative Self-training of Machine Reading ComprehensionCode1
WordBias: An Interactive Visual Tool for Discovering Intersectional Biases Encoded in Word EmbeddingsCode1
Revisiting Language Encoding in Learning Multilingual RepresentationsCode1
OntoZSL: Ontology-enhanced Zero-shot LearningCode1
A Neural Few-Shot Text Classification Reality CheckCode1
PolyLM: Learning about Polysemy through Language ModelingCode1
Debiasing Pre-trained Contextualised EmbeddingsCode1
Word Alignment by Fine-tuning Embeddings on Parallel CorporaCode1
Can a Fruit Fly Learn Word Embeddings?Code1
WARP: Word-level Adversarial ReProgrammingCode1
Multimodal Co-Attention Transformer for Survival Prediction in Gigapixel Whole Slide ImagesCode1
Shortformer: Better Language Modeling using Shorter InputsCode1
Corrected CBOW Performs as well as Skip-gramCode1
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