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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 20262050 of 4002 papers

TitleStatusHype
Exploring the Use of Lexicons to aid Deep Learning towards the Detection of Abusive Language0
SenseFitting: Sense Level Semantic Specialization of Word Embeddings for Word Sense Disambiguation0
One-to-X analogical reasoning on word embeddings: a case for diachronic armed conflict prediction from news textsCode0
Representation Degeneration Problem in Training Natural Language Generation ModelsCode0
Hybrid Code Networks using a convolutional neural network as an input layer achieves higher turn accuracy0
LINSPECTOR WEB: A Multilingual Probing Suite for Word RepresentationsCode0
Bilingual Lexicon Induction through Unsupervised Machine TranslationCode0
Distributional Analysis of Polysemous Function Words0
Learning dynamic word embeddings with drift regularisation0
Using Word Embeddings to Examine Gender Bias in Dutch Newspapers, 1950-1990Code0
Exploring sentence informativeness0
Understanding Neural Machine Translation by Simplification: The Case of Encoder-free Models0
Differentiable Disentanglement Filter: an Application Agnostic Core Concept Discovery Probe0
Analysis of Word Embeddings Using Fuzzy Clustering0
Multimodal deep networks for text and image-based document classificationCode0
The Dynamic Embedded Topic ModelCode0
An Intrinsic Nearest Neighbor Analysis of Neural Machine Translation Architectures0
Improving Chemical Named Entity Recognition in Patents with Contextualized Word EmbeddingsCode0
Morphological Word Embeddings0
Interpretable Segmentation of Medical Free-Text Records Based on Word EmbeddingsCode0
Neural Semantic Parsing with Anonymization for Command Understanding in General-Purpose Service RobotsCode0
Towards Automating Healthcare Question Answering in a Noisy Multilingual Low-Resource Setting0
Towards Incremental Learning of Word Embeddings Using Context InformativenessCode0
De-Mixing Sentiment from Code-Mixed Text0
Diachronic Sense Modeling with Deep Contextualized Word Embeddings: An Ecological View0
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