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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 18511875 of 4002 papers

TitleStatusHype
A Challenge Set and Methods for Noun-Verb Ambiguity0
Improving Twitter Sentiment Classification via Multi-Level Sentiment-Enriched Word Embeddings0
Improving Vector Space Word Representations Using Multilingual Correlation0
Improving Verb Metaphor Detection by Propagating Abstractness to Words, Phrases and Individual Senses0
Explainable Identification of Hate Speech towards Islam using Graph Neural Networks0
Explainability of Text Processing and Retrieval Methods: A Critical Survey0
Experiments on a Guarani Corpus of News and Social Media0
Clinical Text Classification with Rule-based Features and Knowledge-guided Convolutional Neural Networks0
Experimental Evaluation of Deep Learning models for Marathi Text Classification0
Experiential, Distributional and Dependency-based Word Embeddings have Complementary Roles in Decoding Brain Activity0
Expanding the Text Classification Toolbox with Cross-Lingual Embeddings0
Expanding Subjective Lexicons for Social Media Mining with Embedding Subspaces0
Clinical Named Entity Recognition using Contextualized Token Representations0
ArGoT: A Glossary of Terms extracted from the arXiv0
INAOE-UPV at SemEval-2018 Task 3: An Ensemble Approach for Irony Detection in Twitter0
Including Semantic Information via Word Embeddings for Skeleton-based Action Recognition0
ExB Themis: Extensive Feature Extraction from Word Alignments for Semantic Textual Similarity0
Incorporating Context into Language Encoding Models for fMRI0
Example-based Acquisition of Fine-grained Collocation Resources0
Clinical Event Detection with Hybrid Neural Architecture0
Examining European Press Coverage of the Covid-19 No-Vax Movement: An NLP Framework0
“Are you calling for the vaporizer you ordered?” Combining Search and Prediction to Identify Orders in Contact Centers0
Incorporating Sub-Word Level Information in Language Invariant Neural Event Detection0
Incorporating visual features into word embeddings: A bimodal autoencoder-based approach0
Exact gradient updates in time independent of output size for the spherical loss family0
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