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» Training a Natural Language Generator From Unaligned Data
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CICLING
2006
Springer
13 years 9 months ago
Improving kNN Text Categorization by Removing Outliers from Training Set
We show that excluding outliers from the training data significantly improves kNN classifier, which in this case performs about 10% better than the best know method--Centroid-based...
Kwangcheol Shin, Ajith Abraham, Sang-Yong Han
EMNLP
2009
13 years 3 months ago
Re-Ranking Models Based-on Small Training Data for Spoken Language Understanding
The design of practical language applications by means of statistical approaches requires annotated data, which is one of the most critical constraint. This is particularly true f...
Marco Dinarelli, Alessandro Moschitti, Giuseppe Ri...
NLPRS
2001
Springer
13 years 10 months ago
XML Transformation-based three-stage pipelined Natural Language Generation System
The purpose of this study is to generate weather forecasts from XML-stored weather dataset. Reiter and Dale (2000) proposes Natural Language Generation (NLG) System as three-stage...
Yohei Seki
CORR
2011
Springer
273views Education» more  CORR 2011»
13 years 15 days ago
Natural Language Processing (almost) from Scratch
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, chunki...
Ronan Collobert, Jason Weston, Léon Bottou,...
DEXAW
1998
IEEE
93views Database» more  DEXAW 1998»
13 years 9 months ago
Dynamic Document Delivery: Generating Natural Language Texts on Demand
Research in natural language generation promises significant advances in the ways in which we can make available the contents of underlying information sources. Most work in the f...
Robert Dale, Stephen J. Green, Maria Milosavljevic...