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AAAI
1998
15 years 2 months ago
Learning to Resolve Natural Language Ambiguities: A Unified Approach
Weanalyzea fewofthecommonlyusedstatisticsbased andmachinelearningalgorithmsfornaturallanguage disambiguationtasksandobservethattheycanbcrecastaslearninglinearseparatorsinthefeatur...
Dan Roth
ACL
2010
14 years 11 months ago
Learning Phrase-Based Spelling Error Models from Clickthrough Data
This paper explores the use of clickthrough data for query spelling correction. First, large amounts of query-correction pairs are derived by analyzing users' query reformula...
Xu Sun, Jianfeng Gao, Daniel Micol, Chris Quirk
RANLP
2003
15 years 2 months ago
Structured parameter estimation for LFG-DOP
Despite its state-of-the-art performance, the Data Oriented Parsing (DOP) model has been shown to suffer from biased parameter estimation, and the good performance seems more the ...
Mary Hearne, Khalil Sima'an
ACL
2009
14 years 11 months ago
Sentence diagram generation using dependency parsing
Dependency parsers show syntactic relations between words using a directed graph, but comparing dependency parsers is difficult because of differences in theoretical models. We de...
Elijah Mayfield
COLING
2010
14 years 8 months ago
Unsupervised Discriminative Language Model Training for Machine Translation using Simulated Confusion Sets
An unsupervised discriminative training procedure is proposed for estimating a language model (LM) for machine translation (MT). An English-to-English synchronous context-free gra...
Zhifei Li, Ziyuan Wang, Sanjeev Khudanpur, Jason E...