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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 16511675 of 4002 papers

TitleStatusHype
LNMap: Departures from Isomorphic Assumption in Bilingual Lexicon Induction Through Non-Linear Mapping in Latent Space0
On the Reliability of Test Collections for Evaluating Systems of Different Types0
Intuitive Contrasting Map for Antonym EmbeddingsCode0
Combining Word Embeddings and N-grams for Unsupervised Document Summarization0
When do Word Embeddings Accurately Reflect Surveys on our Beliefs About People?Code0
On Adversarial Examples for Biomedical NLP Tasks0
Upgrading the Newsroom: An Automated Image Selection System for News Articles0
Revisiting the Context Window for Cross-lingual Word Embeddings0
Investigating the Effectiveness of Representations Based on Pretrained Transformer-based Language Models in Active Learning for Labelling Text Datasets0
A Study of Cross-Lingual Ability and Language-specific Information in Multilingual BERT0
Effect of Text Color on Word Embeddings0
A Hybrid Approach for Aspect-Based Sentiment Analysis Using Deep Contextual Word Embeddings and Hierarchical AttentionCode0
Too Many Claims to Fact-Check: Prioritizing Political Claims Based on Check-Worthiness0
Exploring the Combination of Contextual Word Embeddings and Knowledge Graph Embeddings0
Sentiment Analysis of Yelp Reviews: A Comparison of Techniques and ModelsCode0
Extending Text Informativeness Measures to Passage Interestingness Evaluation (Language Model vs. Word Embedding)0
Multi-Ontology Refined Embeddings (MORE): A Hybrid Multi-Ontology and Corpus-based Semantic Representation for Biomedical Concepts0
Punctuation Prediction in Spontaneous Conversations: Can We Mitigate ASR Errors with Retrofitted Word Embeddings?0
Improving Disfluency Detection by Self-Training a Self-Attentive Model0
Word Equations: Inherently Interpretable Sparse Word Embeddingsthrough Sparse Coding0
Decomposing Word Embedding with the Capsule Network0
Neutralizing Gender Bias in Word Embedding with Latent Disentanglement and Counterfactual Generation0
Geometry-aware Domain Adaptation for Unsupervised Alignment of Word Embeddings0
Analyzing autoencoder-based acoustic word embeddings0
4chan & 8chan embeddings0
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