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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 2401–2450 of 4002 papers

TitleStatusHype
Unsupervised Parallel Sentence Extraction from Comparable Corpora—0
An LSTM Approach to Short Text Sentiment Classification with Word Embeddings—0
Complementary Strategies for Low Resourced Morphological Modeling—0
IRISA at SMM4H 2018: Neural Network and Bagging for Tweet Classification—0
EmoNLP at IEST 2018: An Ensemble of Deep Learning Models and Gradient Boosting Regression Tree for Implicit Emotion Prediction in Tweets—0
Self-training improves Recurrent Neural Networks performance for Temporal Relation Extraction—0
Sounds Wilde. Phonetically Extended Embeddings for Author-Stylized Poetry Generation—0
An Unsupervised System for Parallel Corpus Filtering—0
In-domain Context-aware Token Embeddings Improve Biomedical Named Entity Recognition—0
DFKI-MLT System Description for the WMT18 Automatic Post-editing Task—0
Language Independent Sentiment Analysis with Sentiment-Specific Word Embeddings—0
Determining Code Words in Euphemistic Hate Speech Using Word Embedding Networks—0
Classification of Medication-Related Tweets Using Stacked Bidirectional LSTMs with Context-Aware AttentionCode0
USI-IR at IEST 2018: Sequence Modeling and Pseudo-Relevance Feedback for Implicit Emotion Detection—0
NL-FIIT at IEST-2018: Emotion Recognition utilizing Neural Networks and Multi-level PreprocessingCode0
The LMU Munich Unsupervised Machine Translation Systems—0
The RWTH Aachen University English-German and German-English Unsupervised Neural Machine Translation Systems for WMT 2018—0
Deep Learning for Social Media Health Text Classification—0
Learning Representations for Detecting Abusive Language—0
Shot Or Not: Comparison of NLP Approaches for Vaccination Behaviour Detection—0
Ternary Twitter Sentiment Classification with Distant Supervision and Sentiment-Specific Word Embeddings—0
UWB at IEST 2018: Emotion Prediction in Tweets with Bidirectional Long Short-Term Memory Neural Network—0
HGSGNLP at IEST 2018: An Ensemble of Machine Learning and Deep Neural Architectures for Implicit Emotion Classification in Tweets—0
Implicit Subjective and Sentimental Usages in Multi-sense Word Embeddings—0
Linking News Sentiment to Microblogs: A Distributional Semantics Approach to Enhance Microblog Sentiment Classification—0
A Review of Standard Text Classification Practices for Multi-label Toxicity Identification of Online Content—0
Neural Machine Translation of Logographic Language Using Sub-character Level Information—0
Tree-Stack LSTM in Transition Based Dependency ParsingCode0
UDPipe 2.0 Prototype at CoNLL 2018 UD Shared Task—0
Vectorial Semantic Spaces Do Not Encode Human Judgments of Intervention Similarity—0
Bringing Order to Neural Word Embeddings with Embeddings Augmented by Random Permutations (EARP)—0
SParse: Ko University Graph-Based Parsing System for the CoNLL 2018 Shared Task—0
A Morphology-Based Representation Model for LSTM-Based Dependency Parsing of Agglutinative LanguagesCode0
Modelling Salient Features as Directions in Fine-Tuned Semantic SpacesCode0
Resources to Examine the Quality of Word Embedding Models Trained on n-Gram Data—0
CEA LIST: Processing Low-Resource Languages for CoNLL 2018Code0
Learning Text Representations for 500K Classification Tasks on Named Entity DisambiguationCode0
Turku Neural Parser Pipeline: An End-to-End System for the CoNLL 2018 Shared Task—0
Phrase-level Self-Attention Networks for Universal Sentence Encoding—0
Joint Learning for Targeted Sentiment Analysis—0
Transfer and Multi-Task Learning for Noun--Noun Compound Interpretation—0
Cross-lingual Lexical Sememe PredictionCode0
Deep Pivot-Based Modeling for Cross-language Cross-domain Transfer with Minimal GuidanceCode0
A Challenge Set and Methods for Noun-Verb Ambiguity—0
Continuous Word Embedding Fusion via Spectral Decomposition—0
NORMA: Neighborhood Sensitive Maps for Multilingual Word Embeddings—0
Conditional Word Embedding and Hypothesis Testing via Bayes-by-Backprop—0
Disambiguated skip-gram model—0
Self-Governing Neural Networks for On-Device Short Text ClassificationCode0
Coming to Your Senses: on Controls and Evaluation Sets in Polysemy Research—0
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