Integrating programming by example and natural language programming

Proceedings of the 27th AAAI Conference on Artificial Intelligence, AAAI 2013

Volumn , Issue , 2013, Pages 661-667

  Manshadi, Mehdi ^a   Gildea, Daniel ^a   Allen, James ^a  

^a University of Rochester   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

NATURAL INTERFACES; NATURAL LANGUAGES; PROGRAMMING BY EXAMPLE; REGULAR EXPRESSIONS; TEXT EDITING;

ARTIFICIAL INTELLIGENCE; PATTERN MATCHING;

COMPUTER PROGRAMMING LANGUAGES;

EID: 84893408891     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (14)

1. Allen, J.; Chambers, N.; Ferguson, G.; Galescu, L.; Jung, H.; Swift, M.; and Taysom, W. 2007. Plow: a collaborative task learning agent. In Proceedings of the 22nd national conference on Artificial intelligence - Volume 2, AAAI'07, 1514-1519. AAAI Press.
2. Chen, D. L., and Mooney, R. J. 2011. Learning to interpret natural language navigation instructions from observations. In AAAI.
3. Clarke, J.; Goldwasser, D.; Chang, M.-W.; and Roth, D. 2010. Driving semantic parsing from the world?s response. In Proceedings of the Fourteenth Conference on Computational Natural Language Learning (CoNLL-2010), 18-27.
4. Dijkstra, E. W. 1979. On the foolishness of "natural language programming". In Program Construction, International Summer School, 51-53. London, UK: Springer- Verlag.
5. Gulwani, S. 2011. Automating string processing in spreadsheets using input-output examples. In Proceedings of the 38th annual ACM SIGPLAN-SIGACT symposium on Principles of programming languages, POPL '11, 317-330. ACM.
6. Lau, T.; Wolfman, S. A.; Domingos, P.; and Weld, D. S. 2003. Programming by demonstration using version space algebra. Machine Learning 53:111-156.
7. Liang, P.; Jordan, M. I.; and Klein, D. 2010. Learning programs: A hierarchical bayesian approach. In ICML, 639-646.
8. Liang, P.; Jordan, M. I.; and Klein, D. 2011. Learning dependency-based compositional semantics. In ACL, 590-599.
9. Manshadi, M.; Keenan, C.; and Allen, J. 2012. Using the crowd to do natural language programming. In Proceeding of the Twenty-Sixth AAAI Conference on Artificial Intelligence, Workshop on Human-Computer Interaction (HCOMP-2012). AAAI.
10. Menon, A. K.; Tamuz, O.; Gulwani, S.; Lampson, B.; Jung, H.; and Kalai, A. T. 2013. A machine learning framework for programming by example. In the Proceedings of the 30th International Conference on Machine Learning, TO APPEAR.
11. Mitchell, T. M. 1982. Generalization as search. Artificial Intelligence 18.
12. Vogel, A., and Jurafsky, D. 2010. Learning to follow navigational directions. In Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, 806-814.
13. Zettlemoyer, L. S., and Collins, M. 2005. Learning to map sentences to logical form: Structured classification with probabilistic categorial grammars. In UAI, 658-666.
14. Zettlemoyer, L. S., and Collins, M. 2009. Learning contextdependent mappings from sentences to logical form. In ACL/AFNLP, 976-984.