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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 34763500 of 4002 papers

TitleStatusHype
Japanese Lexical Simplification for Non-Native Speakers0
Query Translation for Cross-Language Information Retrieval using Multilingual Word Clusters0
Feelings from the Past---Adapting Affective Lexicons for Historical Emotion Analysis0
Assessing the Corpus Size vs. Similarity Trade-off for Word Embeddings in Clinical NLP0
Exploration of register-dependent lexical semantics using word embeddingsCode0
Extracting Social Networks from Literary Text with Word Embedding Tools0
DeepNNNER: Applying BLSTM-CNNs and Extended Lexicons to Named Entity Recognition in Tweets0
ASU: An Experimental Study on Applying Deep Learning in Twitter Named Entity Recognition.0
Definition Modeling: Learning to define word embeddings in natural languageCode0
Domain Adaptation for Named Entity Recognition in Online Media with Word Embeddings0
Identity-sensitive Word Embedding through Heterogeneous Networks0
Geometry of CompositionalityCode0
Bidirectional LSTM-CRF for Clinical Concept ExtractionCode0
Training and Evaluating Multimodal Word Embeddings with Large-scale Web Annotated Images0
Sampled Image Tagging and Retrieval Methods on User Generated Content0
Visualizing Linguistic Shift0
Word and Document Embeddings based on Neural Network Approaches0
Zero-Shot Visual Question Answering0
A Semi-supervised Framework for Image CaptioningCode0
Attending to Characters in Neural Sequence Labeling Models0
Multi-view Recurrent Neural Acoustic Word Embeddings0
A Comparison of Word Embeddings for English and Cross-Lingual Chinese Word Sense Disambiguation0
Dependency Sensitive Convolutional Neural Networks for Modeling Sentences and DocumentsCode0
Discriminative Acoustic Word Embeddings: Recurrent Neural Network-Based Approaches0
Automated Generation of Multilingual Clusters for the Evaluation of Distributed RepresentationsCode0
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