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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 29763000 of 4002 papers

TitleStatusHype
Lexical Simplification with the Deep Structured Similarity Model0
Word Ordering as Unsupervised Learning Towards Syntactically Plausible Word RepresentationsCode0
Demographic Word Embeddings for Racism Detection on Twitter0
Towards Lower Bounds on Number of Dimensions for Word Embeddings0
CVBed: Structuring CVs usingWord Embeddings0
Training Word Sense Embeddings With Lexicon-based Regularization0
Bilingual Word Embeddings for Bilingual Terminology Extraction from Specialized Comparable Corpora0
Injecting Word Embeddings with Another Language's Resource : An Application of Bilingual Embeddings0
Correlation Analysis of Chronic Obstructive Pulmonary Disease (COPD) and its Biomarkers Using the Word Embeddings0
Geographical Evaluation of Word Embeddings0
Semantic Structure and Interpretability of Word EmbeddingsCode0
Hyperspherical Query Likelihood Models with Word Embeddings0
Grammatical Error Detection Using Error- and Grammaticality-Specific Word EmbeddingsCode0
MIPA: Mutual Information Based Paraphrase Acquisition via Bilingual PivotingCode0
Turning Distributional Thesauri into Word Vectors for Synonym Extraction and Expansion0
XMU Neural Machine Translation Systems for WAT 20170
應用詞向量於語言樣式探勘之研究 (Mining Language Patterns Using Word Embeddings) [In Chinese]0
Modelling Representation Noise in Emotion Analysis using Gaussian Processes0
Deep word embeddings for visual speech recognitionCode0
Topic Based Sentiment Analysis Using Deep Learning0
One-shot and few-shot learning of word embeddings0
Linking Tweets with Monolingual and Cross-Lingual News using Transformed Word Embeddings0
NileTMRG at SemEval-2017 Task 4: Arabic Sentiment Analysis0
Local Word Vectors Guiding Keyphrase ExtractionCode0
Unsupervised Sentence Representations as Word Information Series: Revisiting TF--IDF0
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