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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 36763700 of 4002 papers

TitleStatusHype
Generating Timelines by Modeling Semantic ChangeCode0
Exploring Neural Text Simplification ModelsCode0
When is a bishop not like a rook? When it's like a rabbi! Multi-prototype BERT embeddings for estimating semantic relationshipsCode0
LGDE: Local Graph-based Dictionary ExpansionCode0
Twitter as a Lifeline: Human-annotated Twitter Corpora for NLP of Crisis-related MessagesCode0
Classification and Clustering of Arguments with Contextualized Word EmbeddingsCode0
Lifelong Domain Word Embedding via Meta-LearningCode0
Lifelong Learning of Topics and Domain-Specific Word EmbeddingsCode0
Exploring the Linear Subspace Hypothesis in Gender Bias MitigationCode0
Exploring the Sensory Spaces of English Perceptual Verbs in Natural Language DataCode0
Predefined Sparseness in Recurrent Sequence ModelsCode0
The Frankfurt Latin Lexicon: From Morphological Expansion and Word Embeddings to SemioGraphsCode0
The Geometry of Culture: Analyzing Meaning through Word EmbeddingsCode0
Lightweight Adaptation of Neural Language Models via Subspace EmbeddingCode0
Predicting Brain Activation with WordNet EmbeddingsCode0
Predicting Concreteness and Imageability of Words Within and Across Languages via Word EmbeddingsCode0
Predicting Concreteness and Imageability of Words Within and Across Languages via Word EmbeddingsCode0
Word Embeddings for the Armenian Language: Intrinsic and Extrinsic EvaluationCode0
Linear Algebraic Structure of Word Senses, with Applications to PolysemyCode0
Linear Ensembles of Word Embedding ModelsCode0
BB_twtr at SemEval-2017 Task 4: Twitter Sentiment Analysis with CNNs and LSTMsCode0
Linguistically-Informed Self-Attention for Semantic Role LabelingCode0
Predicting Drug-Gene Relations via Analogy Tasks with Word EmbeddingsCode0
Sherlock: A Deep Learning Approach to Semantic Data Type DetectionCode0
Predicting Humorousness and Metaphor Novelty with Gaussian Process Preference LearningCode0
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