Distributed Representations of Words and Phrases and their Compositionality

Learning representations by back-propagating errors

1986 • 25,825 citations

Efficient Estimation of Word Representations in Vector Space

2013 • 15,966 citations

A unified architecture for natural language processing

2008 • 5,201 citations

Linguistic Regularities in Continuous Space Word Representations

2013 • 2,852 citations

From Frequency to Meaning: Vector Space Models of Semantics

2010 • 2,806 citations

Word Representations: A Simple and General Method for Semi-Supervised Learning

2010 • 1,980 citations

Extensions of recurrent neural network language model

2011 • 1,608 citations

Domain Adaptation for Large-Scale Sentiment Classification: A Deep Learning Approach

2011 • 1,556 citations

Semantic Compositionality through Recursive Matrix-Vector Spaces

2012 • 1,275 citations

Parsing Natural Scenes and Natural Language with Recursive Neural Networks

2011 • 1,195 citations

A Scalable Hierarchical Distributed Language Model

2008 • 874 citations

Hierarchical Probabilistic Neural Network Language Model.

2005 • 867 citations

WSABIE: scaling up to large vocabulary image annotation

2011 • 710 citations

Noise-contrastive estimation of unnormalized statistical models, with applications to natural image statistics

2012 • 637 citations

Continuous space language models

2006 • 513 citations

Strategies for training large scale neural network language models

2011 • 511 citations

A fast and simple algorithm for training neural probabilistic language models

2012 • 310 citations

Distributional Semantics Beyond Words: Supervised Learning of Analogy and Paraphrase

2013 • 82 citations