Definition Extraction Algorithm: Difference between revisions

From GM-RKB
Jump to navigation Jump to search
(Created page with "A Definition Extraction Algorithm is an information extraction algorithm that is a definition creation algorithm. * <B>Context:</B> ** It can be implemented by a [...")
 
m (Text replacement - "[[::" to "[[")
Line 11: Line 11:


=== 2019 ===
=== 2019 ===
* ([[Spala et al., 2019]]) ⇒ [[::Sasha Spala]], [[::Nicholas A. Miller]], [[::Yiming Yang]], [[::Franck Dernoncourt]], and [[::Carl Dockhorn]]. ([[::2019]]). &ldquo;[https://sigann.github.io/LAW-XIII-2019/pdf/W19-4015.pdf DEFT: A Corpus for Definition Extraction in Free- and Semi-structured Text].&rdquo; In: Proceedings of the 13th Linguistic Annotation Workshop.
* ([[Spala et al., 2019]]) ⇒ [[Sasha Spala]], [[Nicholas A. Miller]], [[Yiming Yang]], [[Franck Dernoncourt]], and [[Carl Dockhorn]]. ([[2019]]). &ldquo;[https://sigann.github.io/LAW-XIII-2019/pdf/W19-4015.pdf DEFT: A Corpus for Definition Extraction in Free- and Semi-structured Text].&rdquo; In: Proceedings of the 13th Linguistic Annotation Workshop.
** QUOTE: ... Most related [[published research|work]] on [[definition extraction]] has relied on the idea that [[definition|text|definition]]s can be captured by common [[“definitor” verb phrase]]s like “[[means]]”, “[[refers to]]”, and “[[is]]”. </s> Early [[published research|work]] in [[definition extraction research|the field]] incorporated [[rule-based method]]s that [[extracted sentence]]s that met [[this narrow standard]] ([[JL Clavens, 2001]]; [[Cui and Chua, 2004]], [[Cui and Chua, 2005|2005]]; [[Fahmi and Bouma, 2006]]; [[Zhang and Jiang, 2009]]). </s> While [[predictable method|predictable]] and [[easily applied method|easily applied]], [[rule-based sentence extraction method|these models]] subsequently failed to [[sentence extraction|extract]] [[sentence]]s that lack these [[explicit marker]]s. </s> In an effort to expand on the type of [[text phrase|phrase]]s used to [[extract definition]]s, [[Cui et al. (2007)]] used [[soft pattern matching]] in a modified [[HMM (PHMM)]]. </s> More recent work from [[Espinosa Anke and Schockaert (2018]]) makes use of a [[neural approach]], which reached [[state-of-the-art performance]] on the [[word class lattices (WCL) dataset]]s ([[Navigli et al., 2010]]). </s> Even so, [[rule-based sentence extraction method|these method]]s require both [[defined term|term]] and [[definition text|definition]] to appear in the same [[text|sentence]] and for [[define term|term]]s to appear before [[definition text|definition]]s. </s>
** QUOTE: ... Most related [[published research|work]] on [[definition extraction]] has relied on the idea that [[definition|text|definition]]s can be captured by common [[“definitor” verb phrase]]s like “[[means]]”, “[[refers to]]”, and “[[is]]”. </s> Early [[published research|work]] in [[definition extraction research|the field]] incorporated [[rule-based method]]s that [[extracted sentence]]s that met [[this narrow standard]] ([[JL Clavens, 2001]]; [[Cui and Chua, 2004]], [[Cui and Chua, 2005|2005]]; [[Fahmi and Bouma, 2006]]; [[Zhang and Jiang, 2009]]). </s> While [[predictable method|predictable]] and [[easily applied method|easily applied]], [[rule-based sentence extraction method|these models]] subsequently failed to [[sentence extraction|extract]] [[sentence]]s that lack these [[explicit marker]]s. </s> In an effort to expand on the type of [[text phrase|phrase]]s used to [[extract definition]]s, [[Cui et al. (2007)]] used [[soft pattern matching]] in a modified [[HMM (PHMM)]]. </s> More recent work from [[Espinosa Anke and Schockaert (2018]]) makes use of a [[neural approach]], which reached [[state-of-the-art performance]] on the [[word class lattices (WCL) dataset]]s ([[Navigli et al., 2010]]). </s> Even so, [[rule-based sentence extraction method|these method]]s require both [[defined term|term]] and [[definition text|definition]] to appear in the same [[text|sentence]] and for [[define term|term]]s to appear before [[definition text|definition]]s. </s>



Revision as of 05:02, 4 November 2019

A Definition Extraction Algorithm is an information extraction algorithm that is a definition creation algorithm.



References

2019

2013