Evaluation of spoken language systems: the ATIS domain
HLT '90 Proceedings of the workshop on Speech and Natural Language
An efficient probabilistic context-free parsing algorithm that computes prefix probabilities
Computational Linguistics
An introduction to support Vector Machines: and other kernel-based learning methods
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An efficient context-free parsing algorithm
Communications of the ACM
Text classification using string kernels
The Journal of Machine Learning Research
A fully statistical approach to natural language interfaces
ACL '96 Proceedings of the 34th annual meeting on Association for Computational Linguistics
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
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HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
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AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 3
A statistical semantic parser that integrates syntax and semantics
CONLL '05 Proceedings of the Ninth Conference on Computational Natural Language Learning
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AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 2
A system for understanding imaged infographics and its applications
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Learning to sportscast: a test of grounded language acquisition
Proceedings of the 25th international conference on Machine learning
Towards Building Robust Natural Language Interfaces to Databases
NLDB '08 Proceedings of the 13th international conference on Natural Language and Information Systems: Applications of Natural Language to Information Systems
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CICLing '07 Proceedings of the 8th International Conference on Computational Linguistics and Intelligent Text Processing
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CoNLL '08 Proceedings of the Twelfth Conference on Computational Natural Language Learning
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EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
A generative model for parsing natural language to meaning representations
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
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NAACL-Short '07 Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Companion Volume, Short Papers
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ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
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AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
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AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
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ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 2 - Volume 2
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IWCS-8 '09 Proceedings of the Eighth International Conference on Computational Semantics
Natural language generation with tree conditional random fields
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
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ISI'09 Proceedings of the 2009 IEEE international conference on Intelligence and security informatics
C-Phrase: A system for building robust natural language interfaces to databases
Data & Knowledge Engineering
Training a multilingual sportscaster: using perceptual context to learn language
Journal of Artificial Intelligence Research
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CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
Joint entity and relation extraction using card-pyramid parsing
CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
On reverse feature engineering of syntactic tree kernels
CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
Inducing probabilistic CCG grammars from logical form with higher-order unification
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Conceptual modeling of online entertainment programming guide for natural language interface
NLDB'10 Proceedings of the Natural language processing and information systems, and 15th international conference on Applications of natural language to information systems
Generative alignment and semantic parsing for learning from ambiguous supervision
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
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ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Confidence driven unsupervised semantic parsing
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Using inverse λ and generalization to translate English to formal languages
IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics
Fast support vector machines for structural Kernels
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
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OTM'11 Proceedings of the 2011th Confederated international conference on On the move to meaningful internet systems - Volume Part II
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EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
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EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
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NLDB'09 Proceedings of the 14th international conference on Applications of Natural Language to Information Systems
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IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
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NLDB'12 Proceedings of the 17th international conference on Applications of Natural Language Processing and Information Systems
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NLDB'12 Proceedings of the 17th international conference on Applications of Natural Language Processing and Information Systems
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ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
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ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
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SIAC '12 Proceedings of the Second Workshop on Semantic Interpretation in an Actionable Context
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EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Natural language interfaces to data services
Search Computing
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Computational Linguistics
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APCCM '12 Proceedings of the Eighth Asia-Pacific Conference on Conceptual Modelling - Volume 130
Fast linearization of tree kernels over large-scale data
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Efficient latent structural perceptron with hybrid trees for semantic parsing
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Learning from natural instructions
Machine Learning
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We present a new approach for mapping natural language sentences to their formal meaning representations using string-kernel-based classifiers. Our system learns these classifiers for every production in the formal language grammar. Meaning representations for novel natural language sentences are obtained by finding the most probable semantic parse using these string classifiers. Our experiments on two real-world data sets show that this approach compares favorably to other existing systems and is particularly robust to noise.