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Automatic Construction of Semantic Lexicons for Learning Natural Language Interfaces (1999)
Cynthia A. Thompson
and
Raymond J. Mooney
This paper describes a system, Wolfie (WOrd Learning From Interpreted Examples), that acquires a semantic lexicon from a corpus of sentences paired with semantic representations. The lexicon learned consists of words paired with meaning representations. Wolfie is part of an integrated system that learns to parse novel sentences into semantic representations, such as logical database queries. Experimental results are presented demonstrating Wolfie's ability to learn useful lexicons for a database interface in four different natural languages. The lexicons learned by Wolfie are compared to those acquired by a competing system developed by Siskind.
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Citation:
In
Proceedings of the Sixteenth National Conference on Artificial Intelligence (AAAI-99)
, pp. 487-493, Orlando, FL, July 1999.
Bibtex:
@InProceedings{thompson:aaai99, title={Automatic Construction of Semantic Lexicons for Learning Natural Language Interfaces}, author={Cynthia A. Thompson and Raymond J. Mooney}, booktitle={Proceedings of the Sixteenth National Conference on Artificial Intelligence (AAAI-99)}, month={July}, address={Orlando, FL}, key={WOLFIE}, pages={487-493}, url="http://www.cs.utexas.edu/users/ai-lab?thompson:aaai99", year={1999} }
People
Raymond J. Mooney
Faculty
mooney [at] cs utexas edu
Cynthia Thompson
Ph.D. Alumni
cindi [at] cs utah edu
Areas of Interest
Learning for Semantic Parsing
Lexical Semantics
Machine Learning
Labs
Machine Learning