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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 10511075 of 4002 papers

TitleStatusHype
How COVID-19 Is Changing Our Language : Detecting Semantic Shift in Twitter Word Embeddings0
OntoZSL: Ontology-enhanced Zero-shot LearningCode1
Content-Aware Speaker Embeddings for Speaker Diarisation0
A study of text representations in Hate Speech DetectionCode0
Points2Vec: Unsupervised Object-level Feature Learning from Point Clouds0
A Note on Argumentative Topology: Circularity and Syllogisms as Unsolved Problems0
Focusing Knowledge-based Graph Argument Mining via Topic Modeling0
Bootstrapping Multilingual AMR with Contextual Word Alignments0
Using Word Embeddings to Uncover Discourses0
Short Text Clustering with Transformers0
A Neural Few-Shot Text Classification Reality CheckCode1
A Simple Disaster-Related Knowledge Base for Intelligent Agents0
RelWalk A Latent Variable Model Approach to Knowledge Graph EmbeddingCode0
PolyLM: Learning about Polysemy through Language ModelingCode1
Debiasing Pre-trained Contextualised EmbeddingsCode1
Dictionary-based Debiasing of Pre-trained Word EmbeddingsCode0
Censorship of Online Encyclopedias: Implications for NLP Models0
BERT Transformer model for Detecting Arabic GPT2 Auto-Generated Tweets0
Artificial intelligence prediction of stock prices using social media0
Enhanced word embeddings using multi-semantic representation through lexical chainsCode0
Multi-sense embeddings through a word sense disambiguation processCode0
Evaluating Multilingual Text Encoders for Unsupervised Cross-Lingual RetrievalCode0
Word Alignment by Fine-tuning Embeddings on Parallel CorporaCode1
Can a Fruit Fly Learn Word Embeddings?Code1
Hostility Detection and Covid-19 Fake News Detection in Social Media0
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