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1 SP-G 2011 AI An Automatic Question Generation Method for a Local Councilor Search System Yasutomo KIMURA Hideyuki SHIBUKI Keiichi TAKAMARU Hokuto Ototake Tetsuro KOBAYASHI Tatsunori MORI Otaru University of Commerce [email protected], Yokohama National University [email protected] Utsunomiya Kyowa University [email protected] Fukuoka University [email protected] National Institute of Informatics [email protected] Yokohama National University [email protected] keywords: local politics, question generation, information extraction Summary This paper presents an automatic question generation method for a local councilor search system. Our purpose is to provide residents with information about local council activities in an easy-to-understand manner. Our designed system creates a decision tree with leaves that correspond to local councilors in order to clarify the differences in the activities of local councilors using local council minutes as the source. Moreover, our system generates questions for selecting the next branch at each condition in the decision tree. We confirmed experimentally that these questions are appropriate for the selection of branches in the decision tree. 1. TV 1 22 A4 200
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7 SP-G A B A B [ 09] 6 A B A B A B A B A B 2 [ 99] [ 09] A B A B - A B A B A B A B 4 2 A B 19 - A B 19 A B 14,336 5 A B A B - - A B IPADIC IPADIC - IPADIC A ( / / ) B A B [ 00] A BA B A B A B GoogleN-gram [Google 07] Google N-gram ,
8 587 A B A B A A B ,667 Google N-gram A B A B CaboCha [Kudo 03] CaboCha A 7 7 A B A A A B A B 7 A B A B %=(71/90) 1 A B A B ( ) A B A B 7 #
9 SP-G Google N-gram A B Google N-gram A B ( ) IDF (1) Baseline() - A B A B Google N-gram A B Baseline (2) A B A B (3) 3 (4) IDF(Inverse Document Frequency) ICF(Inverse Category Frequency) ICF IDF Document Category Document CF t ICF t
10 # # # # # # # # A B N ICF(w i )=1+log 2 CF(w i ) w i N 19 7, CF( ) ICF ICF ICF ICF = 1 n n ICF(w i ) i=1 ICF ICF( ) ICF + L (L) ICF ICF ICF + L = 1 n n ICF(w i ) logl(w i ) i=1 L(w i ) w i ICF ICF( )+L A B
11 SP-G = 4 3 = (=17/20) ICF Mecab 1 IPA : 2 1 : 3 : : : 0.95(=19/20)
12 591 9 / / Baseline() 7/ / ( ) 15/ / ( ) 5/ / ( ) 16/ / / / ICF 3/ / ICF( ) 4/ / ICF + L 6/ / ICF( )+L 5/ / / / 17/ / / / / / / / : 19/ / :+ 19/ / / / Baseline() 8/ / ( ) 21/ / ( ) 20/ / ( + ) 22/ / / / / / / / / / : 23/ / :+ 22/ / : + : (=25/37)
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