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ICML
2008
IEEE
16 years 17 days 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
EMNLP
2011
13 years 11 months ago
Unsupervised Dependency Parsing without Gold Part-of-Speech Tags
We show that categories induced by unsupervised word clustering can surpass the performance of gold part-of-speech tags in dependency grammar induction. Unlike classic clustering ...
Valentin I. Spitkovsky, Hiyan Alshawi, Angel X. Ch...
IJKWI
2010
78views more  IJKWI 2010»
14 years 10 months ago
Construction of linefeed insertion rules for lecture transcript and their evaluation
: The development of a captioning system that supports the real-time understanding of monologue speech such as lectures and commentaries is required. In monologues, since a sentenc...
Masaki Murata, Tomohiro Ohno, Shigeki Matsubara
ICASSP
2008
IEEE
15 years 6 months ago
Sentence segmentation and punctuation recovery for spoken language translation
Sentence segmentation and punctuation recovery are critical components for effective spoken language translation (SLT). In this paper we describe our recent work on sentence segme...
Matthias Paulik, Sharath Rao, Ian R. Lane, Stephan...
SIGIR
2000
ACM
15 years 4 months ago
Document centered approach to text normalization
In this paper we present an approach to tackle three important problems of text normalization: sentence boundary disambiguation, disambiguation of capitalized words when they are ...
Andrei Mikheev