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» Classification of Natural Language Sentences using Neural Ne...
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ICML
2008
IEEE
14 years 6 months ago
A unified architecture for natural language processing: deep neural networks with multitask learning
We describe a single convolutional neural network architecture that, given a sentence, outputs a host of language processing predictions: part-of-speech tags, chunks, named entity...
Ronan Collobert, Jason Weston
NAACL
2007
13 years 7 months ago
Exploiting Event Semantics to Parse the Rhetorical Structure of Natural Language Text
Previous work on discourse parsing has mostly relied on surface syntactic and lexical features; the use of semantics is limited to shallow semantics. The goal of this thesis is to...
Rajen Subba
ACL
2004
13 years 7 months ago
Classifying Semantic Relations in Bioscience Texts
A crucial step toward the goal of automatic extraction of propositional information from natural language text is the identification of semantic relations between constituents in ...
Barbara Rosario, Marti A. Hearst
MICAI
2004
Springer
13 years 11 months ago
A Biologically Motivated and Computationally Efficient Natural Language Processor
Abstract. Conventional artificial neural network models lack many physiological properties of the neuron. Current learning algorithms are more concerned to computational performanc...
João Luís Garcia Rosa