Encoding extraction as inferences

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abstract: The analysis of natural-language text involves many different kinds ofprocesses that might be described in multiple ways. One way to describethese processes is in terms of the semantics of their requirements andresults. Such a description makes it possible to view these processes asanalogous to inference rules in a theorem-proving system. This analogy isuseful for metacognition because there is existing theory andinfrastructure for manipulating inference rules. We describe a taxonomyof text extraction tasks that we have represented as inference rules. Wealso describe a working system that encodes the behavior of text analysiscomponents as a graph of inferences. This representation is currentlyused to present browsable explanations of text extraction to a user; infuture work, we expect to perform additional automated reasoning over thisencoding of text analysis processes.

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AbstractThe analysis of natural-language text invo The analysis of natural-language text involves many different kinds ofprocesses that might be described in multiple ways. One way to describethese processes is in terms of the semantics of their requirements andresults. Such a description makes it possible to view these processes asanalogous to inference rules in a theorem-proving system. This analogy isuseful for metacognition because there is existing theory andinfrastructure for manipulating inference rules. We describe a taxonomyof text extraction tasks that we have represented as inference rules. Wealso describe a working system that encodes the behavior of text analysiscomponents as a graph of inferences. This representation is currentlyused to present browsable explanations of text extraction to a user; infuture work, we expect to perform additional automated reasoning over thisencoding of text analysis processes. r thisencoding of text analysis processes.
AddressStanford University, USA  +
AuthorJ. William Murdock  +, Paulo Pinheiro da Silva  +, David A. Ferrucci  +, Christopher A. Welty  +, and Deborah L. McGuinness  +
Bibtypeinproceedings  +
BooktitleProceedings of AAAI Spring Symposium on Metacognition in Computation  +
KeyKSL-04-06  +
PaperKSL-04-06.pdf  +
PublisherAAAI Press  +
RelationInference web  +
TagComputer science  +
TitleEncoding Extraction as Inferences  +
Tr idKSL-04-06  +
Year2005  +
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