Knowledge-based weak supervision for information extraction of overlapping relations

ACL-HLT 2011 - Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies

Volumn 1, Issue , 2011, Pages 541-550

  Hoffmann, Raphael ^a   Zhang, Congle ^a   Ling, Xiao ^a   Zettlemoyer, Luke ^a   Weld, Daniel S ^a  

^a UNIVERSITY OF WASHINGTON   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMATED LEARNING; EXTRACTION MODEL; INFORMATION EXTRACTION; KNOWLEDGE BASE; MULTI-INSTANCE LEARNING; NATURAL LANGUAGE TEXT; SENTENCE LEVEL; STRUCTURED DATA; TRAINING CORPUS; TRAINING DATA;

COMPUTATIONAL LINGUISTICS; FRUITS; INFORMATION ANALYSIS; LEARNING ALGORITHMS;

KNOWLEDGE BASED SYSTEMS;

EID: 84859048059     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (22)

1. Michele Banko and Oren Etzioni. 2008. The tradeoffs between open and traditional relation extraction. In Proceedings of 46th Annual Meeting of the Association for Computational Linguistics (ACL-08), pages 28-36.
2. Michele Banko, Michael J. Cafarella, Stephen Soderland, Matthew Broadhead, and Oren Etzioni. 2007. Open information extraction from the web. In Proceedings of the 20th International Joint Conference on Artificial Intelligence (IJCAI-07), pages 2670-2676.
3. Kedar Bellare and Andrew McCallum. 2007. Learning extractors from unlabeled text using relevant databases. In Sixth International Workshop on Information Integration on the Web.
4. Razvan Bunescu and Raymond Mooney. 2007. Learning to extract relations from the web using minimal supervision. In Proceedings of the 45th Annual Meeting of the Association for Computational Linguistics (ACL-07).
5. Andrew Carlson, Justin Betteridge, Bryan Kisiel, Burr Settles, Estevam R. Hruschka Jr., and Tom M. Mitchell. 2010. Toward an architecture for neverending language learning. In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI-10).
6. Michael Collins. 2002. Discriminative training methods for hidden markov models: Theory and experiments with perceptron algorithms. In Proceedings of the 2002 Conference on Empirical Methods in Natural Language Processing (EMNLP-2002).
7. Mark Craven and Johan Kumlien. 1999. Constructing biological knowledge bases by extracting information from text sources. In Proceedings of the Seventh International Conference on Intelligent Systems for Molecular Biology, pages 77-86.
8. Thomas G. Dietterich, Richard H. Lathrop, and Tomás Lozano-Pérez. 1997. Solving the multiple instance problem with axis-parallel rectangles. Artificial Intelligence, 89:31-71, January. (Pubitemid 127412230)
9. Jenny Rose Finkel, Trond Grenager, and Christopher Manning. 2005. Incorporating non-local information into information extraction systems by gibbs sampling. In Proceedings of the 43rd Annual Meeting of the Association for Computational Linguistics (ACL-05), pages 363-370.
10. Raphael Hoffmann, Congle Zhang, and Daniel S. Weld. 2010. Learning 5000 relational extractors. In Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics (ACL-10), pages 286-295.
11. Percy Liang, A. Bouchard-Côté, Dan Klein, and Ben Taskar. 2006. An end-to-end discriminative approach to machine translation. In International Conference on Computational Linguistics and Association for Computational Linguistics (COLING/ACL).
12. Andrew McCallum, Karl Schultz, and Sameer Singh. 2009. Factorie: Probabilistic programming via imperatively defined factor graphs. In Neural Information Processing Systems Conference (NIPS).
13. Mike Mintz, Steven Bills, Rion Snow, and Daniel Jurafsky. 2009. Distant supervision for relation extraction without labeled data. In Proceedings of the 47th Annual Meeting of the Association for Computational Linguistics (ACL-2009), pages 1003-1011.
14. Joakim Nivre and Jens Nilsson. 2004. Memory-based dependency parsing. In Proceedings of the Conference on Natural Language Learning (CoNLL-04), pages 49-56.
15. Sebastian Riedel, Limin Yao, and Andrew McCallum. 2010. Modeling relations and their mentions without labeled text. In Proceedings of the Sixteenth European Conference on Machine Learning (ECML-2010), pages 148-163.
16. Yusuke Shinyama and Satoshi Sekine. 2006. Preemptive information extraction using unrestricted relation discovery. In Proceedings of the Human Language Technology Conference of the North American Chapter of the Association for Computation Linguistics (HLTNAACL-06).
17. Stephen Soderland, David Fisher, Jonathan Aseltine, and Wendy G. Lehnert. 1995. Crystal: Inducing a conceptual dictionary. In Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence (IJCAI-1995), pages 1314-1321.
18. Fei Wu and Daniel S. Weld. 2007. Autonomously semantifying wikipedia. In Proceedings of the International Conference on Information and Knowledge Management (CIKM-2007), pages 41-50.
19. Fei Wu and Daniel S. Weld. 2008. Automatically refining the wikipedia infobox ontology. In Proceedings of the 17th International Conference on World Wide Web (WWW-2008), pages 635-644.
20. Fei Wu and Daniel S. Weld. 2010. Open information extraction using wikipedia. In The Annual Meeting of the Association for Computational Linguistics (ACL-2010), pages 118-127.
21. Limin Yao, Sebastian Riedel, and Andrew McCallum. 2010. Collective cross-document relation extraction without labelled data. In Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing (EMNLP-2010), pages 1013-1023.
22. Luke Zettlemoyer and Michael Collins. 2007. Online learning of relaxed CCG grammars for parsing to logical form. In Proceedings of the Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL-2007).