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  HARPY: Hypernyms and Alignment of Relational Paraphrases

Grycner, A., & Weikum, G. (2014). HARPY: Hypernyms and Alignment of Relational Paraphrases. In J. Hajic, & J. Tsujii (Eds.), Proceedings of COLING 2014: Technical Papers (pp. 2195-2204). Dublin, Ireland: ACL. Retrieved from http://www.aclweb.org/anthology/C14-1207.

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Genre: Konferenzbeitrag
Latex : {HARPY}: {Hypernyms} and Alignment of Relational Paraphrases

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C14-1207.pdf (beliebiger Volltext), 197KB
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This work is licenced under a Creative Commons Attribution 4.0 International License. Page numbers and proceedings footer are added by the organizers. License details: http://creativecommons.org/licenses/by/4.0/
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Urheber

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 Urheber:
Grycner, Adam1, Autor           
Weikum, Gerhard1, Autor           
Affiliations:
1Databases and Information Systems, MPI for Informatics, Max Planck Society, ou_24018              

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 Zusammenfassung: Collections of relational paraphrases have been automatically constructed from \u000Alarge text corpora, as a WordNet counterpart for the realm of binary predicates \u000Aand their surface forms.\u000AHowever, these resources fall short in their coverage of hypernymy links \u000A(subsumptions) among the synsets of phrases. \u000AThis paper closes this gap by computing a high‐quality alignment between the \u000Arelational phrases of the Patty taxonomy, one of the largest collections of \u000Athis kind, and the verb senses of WordNet. To this end, we devise judicious \u000Afeatures and develop a graph‐based alignment algorithm by adapting and \u000Aextending the SimRank random‐walk method.\u000AThe resulting taxonomy of relational phrases and verb senses, coined HARPY, \u000Acontains 20,812 synsets organized into a \em Directed Acyclic Graph (DAG)} \u000Awith 616,792 hypernymy links. \u000AOur empirical assessment, indicates that the alignment links between Patty and \u000AWordNet have high accuracy, with {\em Mean Reciprocal Rank (MRR)} score 0.7 and \u000A{\em Normalized Discounted Cumulative Gain (NDCG) score 0.73. \u000AAs an additional extrinsic value, HARPY provides fine‐grained lexical types for \u000Athe arguments of verb senses in WordNet.

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Sprache(n): eng - English
 Datum: 2014
 Publikationsstatus: Online veröffentlicht
 Seiten: -
 Ort, Verlag, Ausgabe: -
 Inhaltsverzeichnis: -
 Art der Begutachtung: -
 Identifikatoren: BibTex Citekey: grycner-weikum:2014:Coling
URI: http://www.aclweb.org/anthology/C14-1207
 Art des Abschluß: -

Veranstaltung

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Titel: 25th International Conference on Computational Linguistics
Veranstaltungsort: Dublin, Ireland
Start-/Enddatum: 2014-08-23 - 2014-08-29

Entscheidung

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Quelle 1

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Titel: Proceedings of COLING 2014: Technical Papers
  Kurztitel : COLING 2014
  MathML : The 25th International Conference on Computational Linguistics ; August 23-29, 2014, Dublin, Ireland
Genre der Quelle: Konferenzband
 Urheber:
Hajic, Jan1, Herausgeber
Tsujii, Junichi1, Herausgeber
Affiliations:
1 External Organizations, ou_persistent22            
Ort, Verlag, Ausgabe: Dublin, Ireland : ACL
Seiten: - Band / Heft: - Artikelnummer: C14 Start- / Endseite: 2195 - 2204 Identifikator: ISBN: 978‐1‐941643‐26‐6