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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 926950 of 4002 papers

TitleStatusHype
Cross-lingual alignments of ELMo contextual embeddings0
Advancing Fake News Detection: Hybrid DeepLearning with FastText and Explainable AI0
A bag-of-concepts model improves relation extraction in a narrow knowledge domain with limited data0
Augmenting Small Data to Classify Contextualized Dialogue Acts for Exploratory Visualization0
Cross-Lingual Classification of Topics in Political Texts0
Cross-Lingual Contextual Word Embeddings Mapping With Multi-Sense Words In Mind0
Cross-Lingual Dependency Parsing Using Code-Mixed TreeBank0
Cross-Lingual Dependency Parsing with Universal Dependencies and Predicted PoS Labels0
Author Profiling from Facebook Corpora0
Cross-lingual Embeddings Reveal Universal and Lineage-Specific Patterns in Grammatical Gender Assignment0
Cross-lingual Feature Extraction from Monolingual Corpora for Low-resource Unsupervised Bilingual Lexicon Induction0
Cross-lingual hate speech detection based on multilingual domain-specific word embeddings0
Cross-Lingual Induction and Transfer of Verb Classes Based on Word Vector Space Specialisation0
AutoExtend: Combining Word Embeddings with Semantic Resources0
Cross-lingual Linking of Automatically Constructed Frames and FrameNet0
AutoExtend: Extending Word Embeddings to Embeddings for Synsets and Lexemes0
Cross-Lingual Pronoun Prediction with Deep Recurrent Neural Networks v2.00
Cross-Lingual Suicidal-Oriented Word Embedding toward Suicide Prevention0
Cross-Lingual Syntactically Informed Distributed Word Representations0
BioReddit: Word Embeddings for User-Generated Biomedical NLP0
Cross-lingual Transfer for Unsupervised Dependency Parsing Without Parallel Data0
Cross-Lingual Transfer Learning for Hate Speech Detection0
Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources0
Cross-lingual Transfer of Sentiment Classifiers0
Abstractive Document Summarization with Word Embedding Reconstruction0
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