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lect20-coref - Information Extraction Coreference and...

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1 Information Extraction: Coreference and Relation Extraction Lecture #20 Computational Linguistics CMPSCI 591N, Spring 2006 University of Massachusetts Amherst Andrew McCallum
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2 Information Extraction: Coreference and Relation Extraction Lecture #20 Computational Linguistics CMPSCI 591N, Spring 2006 University of Massachusetts Amherst Andrew McCallum
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3 What is “Information Extraction” Information Extraction = segmentation + classification + association + clustering As a family of techniques: October 14, 2002, 4:00 a.m. PT For years, Microsoft Corporation CEO Bill Gates railed against the economic philosophy of open-source software with Orwellian fervor, denouncing its communal licensing as a "cancer" that stifled technological innovation. Today, Microsoft claims to "love" the open- source concept, by which software code is made public to encourage improvement and development by outside programmers. Gates himself says Microsoft will gladly disclose its crown jewels--the coveted code behind the Windows operating system--to select customers. "We can be open source. We love the concept of shared source," said Bill Veghte , a Microsoft VP . "That's a super-important shift for us in terms of code access.“ Richard Stallman , founder of the Free Software Foundation , countered saying… Microsoft Corporation CEO Bill Gates Microsoft Gates Bill Veghte Microsoft VP Richard Stallman founder Free Software Foundation NAME TITLE ORGANIZATION Bill Gates CEO Microsoft Bill Veghte VP Microsoft Richard Stallman founder Free Soft.. * * * *
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4 IE in Context Create ontology Segment Classify Associate Cluster Load DB Spider Query, Search Data mine IE Document collection Database Filter by relevance Label training data Train extraction models
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5 Main Points Co-reference How to cast as classification [Cardie] Joint resolution [McCallum et al] Canopies (time permitting..)
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6 Coreference Resolution Input AKA "record linkage", "database record deduplication", "citation matching", "object correspondence", "identity uncertainty" Output News article, with named-entity " mentions " tagged Number of entities, N = 3 #1 Secretary of State Colin Powell he Mr. Powell Powell #2 Condoleezza Rice she Rice #3 President Bush Bush Today Secretary of State Colin Powell met with . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . he . . . . . . . . . . . . . . . . . . . Condoleezza Rice . . . . . . . . . Mr Powell . . . . . . . . . . she . . . . . . . . . . . . . . . . . . . . . Powell . . . . . . . . . . . . . . . President Bush . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Rice . . . . . . . . . . . . . . . . Bush . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
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7 Noun Phrase Coreference Identify all noun phrases that refer to the same entity Queen Elizabeth set about transforming her husband, King George VI, into a viable monarch. Logue, a renowned speech therapist, was summoned to help the King overcome his speech impediment...
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8 Noun Phrase Coreference Identify all noun phrases that refer to the same entity Queen Elizabeth set about transforming her husband, King George VI, into a viable monarch. Logue, a renowned speech therapist, was summoned to help the King overcome his speech impediment...
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9 Noun Phrase Coreference Identify all noun phrases that refer to the same entity Queen Elizabeth set about transforming her husband , King George VI , into a viable monarch. Logue, a renowned speech therapist, was summoned to help the King overcome his speech impediment...
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