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Stephen Soderland - Research Scientist
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| Contact Information |
Snail Mail |
Express Mail |
| Office: CSE332 |
University of Washington |
University of Washington |
| Phone: (206) 685-9143 |
Computer Science & Engineering |
Computer Science & Engineering |
| Fax: (206) 543-2969 |
Box 352350 |
185 Stevens Way, Room CSE101 |
| Email: soderland at cs dot washington dot edu
|
Seattle, WA 98195-2350 |
Seattle, WA 98195-2350 |
Current Research Projects
- Massive, unsupervised information extraction from the Web in KnowItAll.
Brief Bio
Stephen Soderland received his bachelor's degree in Mathematics from Stanford University in 1971,
a master's degree in Computer Science from the University of Massachusetts in 1995, and a Ph.D.
in Computer Science from the University of Massachusetts in 1997. He joined the University of
Washington's Department of Computer Science & Engineering as a Research Scientist in May 2003.
His primary research interest is natural language processing.
Selected Publications
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Open Language Learning for Information Extraction
(Experimental Methods in Natural Language Processing (EMNLP), 2012)
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Rel-grams: A Probabilistic Model of Relations in Text
(Knowledge Base Extraction Workshop at NAACL-HLT (AKBC-WEKEX), 2012)
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Identifying Relations for Open Information Extraction
(Experimental Methods in Natural Language Processing (EMNLP), 2011)
- Open Information Extraction: the Second Generation
(International Joint Conference on Artificial Intelligence (IJCAI), 2011)
- Exploiting Hyponymy in Extracting Relations
and Enhancing Ontologies
(IEEE Workshop on Natural Language Processing and Ontology Engineering, 2008)
- It's a Contradiction -- No, It's Not: A Case Study
using Functional Relations
(Empirical Methods in Natural Language Processing (EMNLP), 2008)
- Open Information Extraction from the Web
(International Joint Conference on Artificial Intelligence (IJCAI), 2007)
- Lexical Translation with Application
to Image Search on the Web
(Machine Translation Summit XI, 2007)
- Building a Sense-Distinguished Multilingual
Lexicon from Monolingual Corpora and Bilingual Lexicons
(Machine Translation Summit XI, 2007)
- Moving from Textual Relations to
Ontologized Relations
(AAAI Spring Symposium on Machine Reading, 2007)
- Cross-lingual Image Search on the Web
(Workshop on Cross-Lingual Information Access, IJCAI, 2007)
- Ambiguity Reduction for Machine Translation:
Human-Computer Collaboration
(Assoc. for Machine Translation in the Americas (AMTA), 2006)
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A Probabilistic Model of Redundancy in Information Extraction
(Distinguished Paper Award, IJCAI, 2005)
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Comprehensive Overview of KnowItAll
(Artificial Intelligence, 2005)
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KnowItNow: Fast, Scalable Information Extraction from the Web
(Experimental Methods in Natural Language Processing (EMNLP), 2005)
- The Use of Web-based Statistics to Validate
Information Extraction
(Adaptive Text Extraction and Mining (ATEM), 2004)
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Methods for Domain-Independent Information Extraction from the Web:
An Experimental Comparison
(National Conference on Artificial Intelligence (AAAI), 2004)
- Web-Scale Information Extraction in KnowItAll
(World Wide Web Conference, 2004)
- Building a machine learning based
text understanding system
(Adaptive Text Extraction and Mining (ATEM), 2001)
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Automatic structuring of radiology free-text reports
(Radiographics, 21, 2001)
- Learning information extraction rules
for semi-structured and free text
(Machine Learning, 34, 233-272, 1999)
- Learning to extract text-based
information from the World Wide Web
(Knowledge Discovery and Data Mining (KDD), 1997)
- Learning Text Analysis Rules
for Domain-Specific Natural Language Processing
(doctoral dissertation at U. Massachusetts, 1997)
- CRYSTAL: Inducing a conceptual dictionary
(International Joint Conference on Artificial Intelligence (IJCAI), 1995)