acl acl2013 acl2013-228 acl2013-228-reference knowledge-graph by maker-knowledge-mining
Source: pdf
Author: Dan Goldwasser ; Dan Roth
Abstract: Semantic parsing is a domain-dependent process by nature, as its output is defined over a set of domain symbols. Motivated by the observation that interpretation can be decomposed into domain-dependent and independent components, we suggest a novel interpretation model, which augments a domain dependent model with abstract information that can be shared by multiple domains. Our experiments show that this type of information is useful and can reduce the annotation effort significantly when moving between domains.
A. Bordes, N. Usunier, R. Collobert, and J. Weston. 2010. Towards understanding situated natural lan- guage. In AISTATS. B. B ¨orschinger, B. K. Jones, and M. Johnson. 2011. Reducing grounded learning tasks to grammatical inference. In EMNLP. M. Chang, D. Goldwasser, D. Roth, and V. Srikumar. 2010. Discriminative learning over constrained latent representations. In NAACL. D. Chen and R. Mooney. 2008. Learning to sportscast: a test of grounded language acquisition. In ICML. D. L. Chen, J. Kim, and R. J. Mooney. 2010. Training a multilingual sportscaster: Using perceptual context to learn language. Journal of Artificial Intelligence Research, 37:397–435. J. Clarke, D. Goldwasser, M. Chang, and D. Roth. 2010. Driving semantic parsing from the world’s response. In CoNLL. D. Gildea and D. Jurafsky. 2002. Automatic labeling of semantic roles. Computational Linguistics. D. Goldwasser, R. Reichart, J. Clarke, and D. Roth. 2011. Confidence driven unsupervised semantic parsing. In ACL. J. Kim and R. J. Mooney. 2010. Generative alignment and semantic parsing for learning from ambiguous supervision. In COLING. T. Kwiatkowski, L. Zettlemoyer, S. Goldwater, , and M. Steedman. 2010. Inducing probabilistic ccg grammars from logical form with higher-order unification. In EMNLP. Y.W. Wong and R. Mooney. 2007. Learning synchronous grammars for semantic parsing with lambda calculus. In ACL. L. Zettlemoyer and M. Collins. 2005. Learning to map sentences to logical form: Structured classification with probabilistic categorial grammars. In UAI. 466