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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

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Showing 2551–2575 of 4002 papers

TitleStatusHype
Embedding Grammars—0
Syntree2Vec - An algorithm to augment syntactic hierarchy into word embeddings—0
Angular-Based Word Meta-Embedding Learning—0
Learning to Represent Bilingual DictionariesCode0
Unsupervised Keyphrase Extraction from Scientific PublicationsCode0
Building a Kannada POS Tagger Using Machine Learning and Neural Network ModelsCode0
Word-Level Loss Extensions for Neural Temporal Relation ClassificationCode0
Instantiation—0
Contextual String Embeddings for Sequence LabelingCode0
Word-Embedding based Content Features for Automated Oral Proficiency Scoring—0
Neural Activation Semantic Models: Computational lexical semantic models of localized neural activationsCode0
Exploring word embeddings and phonological similarity for the unsupervised correction of language learner errors—0
Why does PairDiff work? - A Mathematical Analysis of Bilinear Relational Compositional Operators for Analogy Detection—0
Simple Algorithms For Sentiment Analysis On Sentiment Rich, Data Poor Domains.—0
Task-oriented Word Embedding for Text ClassificationCode0
Model-Free Context-Aware Word Composition—0
Learning Emotion-enriched Word Representations—0
Relation Induction in Word Embeddings Revisited—0
Convolutional Neural Network for Universal Sentence Embeddings—0
Cross-Document Narrative Alignment of Environmental News: A Position Paper on the Challenge of Using Event Chains to Proxy Narrative Features—0
AnlamVer: Semantic Model Evaluation Dataset for Turkish - Word Similarity and RelatednessCode0
Attending Sentences to detect Satirical Fake News—0
Learning to Generate Word Representations using Subword Information—0
Mumpitz at PARSEME Shared Task 2018: A Bidirectional LSTM for the Identification of Verbal Multiword Expressions—0
A Chinese Writing Correction System for Learning Chinese as a Foreign Language—0
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