Distant supervision for relation extraction without labeled data
Citations
5,227 citations
Cites background from "Distant supervision for relation ex..."
..., 2008) and also to evaluate learning algorithms on data for which no gold-standard labelings exist (Mintz et al., 2009; Carlson et al., 2010)....
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...Such approaches have been used to produce gold-standard quality training sets (Snow et al., 2008) and also to evaluate learning algorithms on data for which no gold-standard labelings exist (Mintz et al., 2009; Carlson et al., 2010)....
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2,835 citations
Cites methods from "Distant supervision for relation ex..."
...Most existing extracting methods (Mintz et al. 2009; Riedel, Yao, and McCallum 2010; Hoffmann et al. 2011; Surdeanu et al. 2012) distantly collect evidences from an external text corpus for a candidate fact, ignoring the capability of the knowledge graph itself to reason the new fact....
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2,823 citations
Cites methods from "Distant supervision for relation ex..."
...In experiments we will also compare with RESCAL, a collective matrix factorization model presented in (Nickel, Tresp, and Kriegel 2011; 2012)....
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1,905 citations
Cites background from "Distant supervision for relation ex..."
...Much research has tried to leverage KGs for this task, but usually as distant supervision to automatically generate labeled data [9], [125], [126], [127]....
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1,657 citations
Cites methods from "Distant supervision for relation ex..."
...Next, we train relation extractors using distant supervision [29]....
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...The features that we use are similar to those described in [29]....
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References
4,813 citations
"Distant supervision for relation ex..." refers methods in this paper
...Our algorithm uses Freebase (Bollacker et al., 2008), a large semantic database, to provide distant supervision for relation extraction....
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3,550 citations
"Distant supervision for relation ex..." refers background in this paper
...…a wide variety of lexical, syntactic, and semantic features, and use supervised classifiers to label the relation mention holding between a given pair of entities in a test set sentence, optionally combining relation men- tions (Zhou et al., 2005; Zhou et al., 2007; Surdeanu and Ciaramita, 2007)....
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3,209 citations
"Distant supervision for relation ex..." refers methods in this paper
...We perform named entity tagging using the Stanford four-class named entity tagger (Finkel et al., 2005)....
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2,237 citations
"Distant supervision for relation ex..." refers methods in this paper
...Human evaluation was performed by evaluators on Amazon’s Mechanical Turk service, shown to be effective for natural language annotation in Snow et al. (2008)....
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1,574 citations