Title
An Unsupervised Approach to Biography Production Using Wikipedia
Abstract
We describe an unsupervised approach to multi-document sentence-extraction based summarization for the task of producing biographies. We utilize Wikipedia to auto- matically construct a corpus of biographical sentences and TDT4 to construct a corpus of non-biographical sentences. We build a biographical-sentence classifier from these corpora and an SVM regression model for sentence ordering from the Wikipedia corpus. We evaluate our work on the DUC2004 evaluation data and with human judges. Overall, our system significantly outperforms all systems that participated in DUC2004, according to the ROUGE-L metric, and is preferred by human subjects.
Year
Venue
DocType
2008
ACL
Conference
Volume
Citations 
PageRank 
P08-1
1
0.38
References 
Authors
9
3
Name
Order
Citations
PageRank
Fadi Biadsy120715.14
Julia Hirschberg22982448.62
Elena Filatova310.72