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Natural Language Processing (Almost) from Scratch

Journal of Machine Learning ResearchPublished 1 November 2011
CollobertRonan, WestonJason, BottouLéon, KarlenMichael, KavukcuogluKoray, KuksaPavel
Citations305
SJR quartileQ1
SJR score2.02
SNIP3.07

TL;DR

A unified neural network architecture and learning algorithm that can be applied to various natural language processing tasks including part-of-speech tagging, chunking, named entity recognition, and semantic role labeling is proposed.

Abstract

We propose a unified neural network architecture and learning algorithm that can be applied to various natural language processing tasks including part-of-speech tagging, chunking, named entity rec...

Keywords

Computer Science