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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 33013350 of 4002 papers

TitleStatusHype
End-to-end Recurrent Neural Network Models for Vietnamese Named Entity Recognition: Word-level vs. Character-levelCode0
Ontology-Aware Token Embeddings for Prepositional Phrase AttachmentCode0
Senti17 at SemEval-2017 Task 4: Ten Convolutional Neural Network Voters for Tweet Polarity Classification0
On the effectiveness of feature set augmentation using clusters of word embeddings0
Wordnet extension via word embeddings: Experiments on the Norwegian Wordnet0
Automatic Morpheme Segmentation and Labeling in Universal Dependencies ResourcesCode0
Word vectors, reuse, and replicability: Towards a community repository of large-text resources0
Finnish resources for evaluating language model semanticsCode0
The Making of the Royal Society Corpus0
Model Transfer for Tagging Low-resource Languages using a Bilingual DictionaryCode0
Extending and Improving Wordnet via Unsupervised Word Embeddings0
Neural Word Segmentation with Rich PretrainingCode0
Enriching Complex Networks with Word Embeddings for Detecting Mild Cognitive Impairment from Speech Transcripts0
Streaming Word Embeddings with the Space-Saving AlgorithmCode0
Watset: Automatic Induction of Synsets from a Graph of SynonymsCode0
A Trie-Structured Bayesian Model for Unsupervised Morphological Segmentation0
BB_twtr at SemEval-2017 Task 4: Twitter Sentiment Analysis with CNNs and LSTMsCode0
Cross-domain Semantic Parsing via ParaphrasingCode0
Predicting Role Relevance with Minimal Domain Expertise in a Financial Domain0
An Empirical Analysis of NMT-Derived Interlingual Embeddings and their Use in Parallel Sentence Identification0
Baselines and test data for cross-lingual inferenceCode0
FEUP at SemEval-2017 Task 5: Predicting Sentiment Polarity and Intensity with Financial Word EmbeddingsCode0
How Robust Are Character-Based Word Embeddings in Tagging and MT Against Wrod Scramlbing or Randdm Nouse?0
Incremental Skip-gram Model with Negative SamplingCode0
Exploring Word Embeddings for Unsupervised Textual User-Generated Content Normalization0
Entity Linking for Queries by Searching Wikipedia Sentences0
Word Embeddings via Tensor FactorizationCode0
NILC-USP at SemEval-2017 Task 4: A Multi-view Ensemble for Twitter Sentiment AnalysisCode0
The Interplay of Semantics and Morphology in Word EmbeddingsCode0
Linear Ensembles of Word Embedding ModelsCode0
Fortia-FBK at SemEval-2017 Task 5: Bullish or Bearish? Inferring Sentiment towards Brands from Financial News Headlines0
Word-Alignment-Based Segment-Level Machine Translation Evaluation using Word Embeddings0
Sentiment Analysis of Citations Using Word2vecCode0
Using bilingual word-embeddings for multilingual collocation extraction0
Unsupervised Does Not Mean Uninterpretable: The Case for Word Sense Induction and Disambiguation0
Learning User Embeddings from Emails0
Exploring Convolutional Neural Networks for Sentiment Analysis of Spanish tweets0
Using Linked Disambiguated Distributional Networks for Word Sense Disambiguation0
Explaining and Generalizing Skip-Gram through Exponential Family Principal Component Analysis0
Supervised and Unsupervised Word Sense Disambiguation on Word Embedding Vectors of Unambigous Synonyms0
Clustering of Russian Adjective-Noun Constructions using Word Embeddings0
Using Word Embedding for Cross-Language Plagiarism Detection0
Bilingual Lexicon Induction by Learning to Combine Word-Level and Character-Level Representations0
Measuring Topic Coherence through Optimal Word Buckets0
PP Attachment: Where do We Stand?0
Potential and Limitations of Cross-Domain Sentiment Classification0
Comparison of Short-Text Sentiment Analysis Methods for Croatian0
Multilingual Training of Crosslingual Word Embeddings0
Event extraction from Twitter using Non-Parametric Bayesian Mixture Model with Word Embeddings0
Automated WordNet Construction Using Word EmbeddingsCode0
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