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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 31013150 of 4002 papers

TitleStatusHype
Bilexical Embeddings for Quality Estimation0
UWat-Emote at EmoInt-2017: Emotion Intensity Detection using Affect Clues, Sentiment Polarity and Word Embeddings0
Variable Mini-Batch Sizing and Pre-Trained Embeddings0
VecShare: A Framework for Sharing Word Representation Vectors0
Automatic Community Creation for Abstractive Spoken Conversations Summarization0
AutoExtend: Combining Word Embeddings with Semantic Resources0
We Built a Fake News / Click Bait Filter: What Happened Next Will Blow Your Mind!Code0
What do we need to know about an unknown word when parsing German0
A Question Answering Approach for Emotion Cause Extraction0
A Novel Cascade Model for Learning Latent Similarity from Heterogeneous Sequential Data of MOOC0
Word-Context Character Embeddings for Chinese Word Segmentation0
Word Embeddings as Features for Supervised Coreference Resolution0
Word Embeddings based on Fixed-Size Ordinally Forgetting Encoding0
A Multilayer Perceptron based Ensemble Technique for Fine-grained Financial Sentiment Analysis0
Word Embeddings for Multi-label Document Classification0
Word Re-Embedding via Manifold Dimensionality Retention0
Adapting Topic Models using Lexical Associations with Tree Priors0
Adapting Neural Machine Translation with Parallel Synthetic Data0
YZU-NLP at EmoInt-2017: Determining Emotion Intensity Using a Bi-directional LSTM-CNN Model0
Transfer Learning across Low-Resource, Related Languages for Neural Machine Translation0
An Empirical Study of Discriminative Sequence Labeling Models for Vietnamese Text Processing0
NNVLP: A Neural Network-Based Vietnamese Language Processing ToolkitCode0
Handling Homographs in Neural Machine Translation0
Probabilistic Relation Induction in Vector Space Embeddings0
Portuguese Word Embeddings: Evaluating on Word Analogies and Natural Language TasksCode0
Evaluating Word Embeddings for Sentence Boundary Detection in Speech Transcripts0
Data Sets: Word Embeddings Learned from Tweets and General Data0
Sentiment Analysis by Joint Learning of Word Embeddings and Classifier0
Style2Vec: Representation Learning for Fashion Items from Style SetsCode0
Improved Answer Selection with Pre-Trained Word Embeddings0
Semi-supervised emotion lexicon expansion with label propagation and specialized word embeddingsCode0
Simple and Effective Dimensionality Reduction for Word EmbeddingsCode0
Making Sense of Word EmbeddingsCode0
Identifying Reference Spans: Topic Modeling and Word Embeddings help IR0
Shortcut-Stacked Sentence Encoders for Multi-Domain InferenceCode0
A Syllable-based Technique for Word Embeddings of Korean Words0
TopicThunder at SemEval-2017 Task 4: Sentiment Classification Using a Convolutional Neural Network with Distant Supervision0
NNEMBs at SemEval-2017 Task 4: Neural Twitter Sentiment Classification: a Simple Ensemble Method with Different Embeddings0
OPI-JSA at SemEval-2017 Task 1: Application of Ensemble learning for computing semantic textual similarity0
Detecting Anxiety through RedditCode0
HumorHawk at SemEval-2017 Task 6: Mixing Meaning and Sound for Humor Recognition0
LIA at SemEval-2017 Task 4: An Ensemble of Neural Networks for Sentiment Classification0
An Artificial Language Evaluation of Distributional Semantic Models0
deepSA at SemEval-2017 Task 4: Interpolated Deep Neural Networks for Sentiment Analysis in Twitter0
Evaluating Feature Extraction Methods for Knowledge-based Biomedical Word Sense Disambiguation0
Tracing armed conflicts with diachronic word embedding models0
ELiRF-UPV at SemEval-2017 Task 4: Sentiment Analysis using Deep Learning0
SimBow at SemEval-2017 Task 3: Soft-Cosine Semantic Similarity between Questions for Community Question Answering0
DataStories at SemEval-2017 Task 6: Siamese LSTM with Attention for Humorous Text Comparison0
DataStories at SemEval-2017 Task 4: Deep LSTM with Attention for Message-level and Topic-based Sentiment AnalysisCode0
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