An Unsupervised Approach to Biography Production Using Wikipedia

From Wikipedia Quality
Jump to: navigation, search


An Unsupervised Approach to Biography Production Using Wikipedia
Authors
Fadi Biadsy
Julia Hirschberg
Elena Filatova
Publication date
2008
DOI
10.7916/D80C543Q
Links
Original

An Unsupervised Approach to Biography Production Using Wikipedia - scientific work related to Wikipedia quality published in 2008, written by Fadi Biadsy, Julia Hirschberg and Elena Filatova.

Overview

Authors describe an unsupervised approach to multi-document sentence-extraction based summarization for the task of producing biographies. Authors utilize Wikipedia to automatically construct a corpus of biographical sentences and TDT4 to construct a corpus of non-biographical sentences. Authors build a biographical-sentence classifier from these corpora and an SVM regression model for sentence ordering from the Wikipedia corpus. Authors evaluate work on the DUC2004 evaluation data and with human judges. Overall, system significantly outperforms all systems that participated in DUC2004, according to the ROUGE-L metric, and is preferred by human subjects.

Embed

Wikipedia Quality

Biadsy, Fadi; Hirschberg, Julia; Filatova, Elena. (2008). "[[An Unsupervised Approach to Biography Production Using Wikipedia]]". ACL/HTL 2008. DOI: 10.7916/D80C543Q.

English Wikipedia

{{cite journal |last1=Biadsy |first1=Fadi |last2=Hirschberg |first2=Julia |last3=Filatova |first3=Elena |title=An Unsupervised Approach to Biography Production Using Wikipedia |date=2008 |doi=10.7916/D80C543Q |url=https://wikipediaquality.com/wiki/An_Unsupervised_Approach_to_Biography_Production_Using_Wikipedia |journal=ACL/HTL 2008}}

HTML

Biadsy, Fadi; Hirschberg, Julia; Filatova, Elena. (2008). &quot;<a href="https://wikipediaquality.com/wiki/An_Unsupervised_Approach_to_Biography_Production_Using_Wikipedia">An Unsupervised Approach to Biography Production Using Wikipedia</a>&quot;. ACL/HTL 2008. DOI: 10.7916/D80C543Q.