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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 24512475 of 4002 papers

TitleStatusHype
Predicting News Headline Popularity with Syntactic and Semantic Knowledge Using Multi-Task Learning0
The Lazy Encoder: A Fine-Grained Analysis of the Role of Morphology in Neural Machine Translation0
Limbic: Author-Based Sentiment Aspect Modeling Regularized with Word Embeddings and Discourse Relations0
Modeling Input Uncertainty in Neural Network Dependency ParsingCode0
Word Relation Autoencoder for Unseen Hypernym Extraction Using Word Embeddings0
InferLite: Simple Universal Sentence Representations from Natural Language Inference Data0
Quantifying Context Overlap for Training Word Embeddings0
Unsupervised Bilingual Lexicon Induction via Latent Variable Models0
A Framework for Understanding the Role of Morphology in Universal Dependency Parsing0
Synthetic Data Made to Order: The Case of ParsingCode0
Syntax Encoding with Application in Authorship Attribution0
CARER: Contextualized Affect Representations for Emotion RecognitionCode0
Improved Dependency Parsing using Implicit Word Connections Learned from Unlabeled Data0
Word Embeddings for Code-Mixed Language Processing0
Learning Unsupervised Word Translations Without Adversaries0
How to represent a word and predict it, too: Improving tied architectures for language modelling0
Streaming word similarity mining on the cheap0
Refining Pretrained Word Embeddings Using Layer-wise Relevance Propagation0
A Neural Local Coherence Model for Text Quality Assessment0
Spot the Odd Man Out: Exploring the Associative Power of Lexical Resources0
Part-of-Speech Tagging for Code-Switched, Transliterated Texts without Explicit Language Identification0
Auto-Encoding Dictionary Definitions into Consistent Word EmbeddingsCode0
A Probabilistic Model for Joint Learning of Word Embeddings from Texts and Images0
Siamese Network-Based Supervised Topic Modeling0
Genre Separation Network with Adversarial Training for Cross-genre Relation Extraction0
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