Domain Adaptation of Information Extraction Models
DSpace at IIT Bombay
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Title |
Domain Adaptation of Information Extraction Models
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Creator |
GUPTA, R
SARAWAGI, S |
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Description |
Domain adaptation refers to the process of adapting an extraction model trained in one domain to another related domain with only unlabeled data. We present a brief survey of existing methods of retraining models to best exploit labeled data from a related domain. These approaches that involve expensive model retraining are not practical when a large number of new domains have to be handled in an operational setting. We describe our approach for adapting record extraction models that exploits the regularity within a domain to jointly label records without retraining any model.
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Publisher |
ASSOC COMPUTING MACHINERY
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Date |
2011-07-18T20:26:31Z
2011-12-26T12:50:49Z 2011-12-27T05:36:55Z 2011-07-18T20:26:31Z 2011-12-26T12:50:49Z 2011-12-27T05:36:55Z 2008 |
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Type |
Article
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Identifier |
SIGMOD RECORD, 37(4), 35-40
0163-5808 http://dspace.library.iitb.ac.in/xmlui/handle/10054/5054 http://hdl.handle.net/10054/5054 |
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Language |
en
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