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emnlp2011
1.
EMNLP 2011 Improved Transliteration
Mining Using Graph Reinforcement (D11-1128) Ali El-Kahky, Kareem Darwish, Ahmed Saad Aldein, Mohamed Adb El-Wahab, Ahmed Hefny, Waleed Ammar http://aclweb.org/anthology-new/D/D11/D11-1128.pdf : @machy
2.
• microsoft
…
3.
transliteration
• George Wasington potato
4.
transliteration mining
transliteration http://aclweb.org/anthology/W/W10/W10-2403.pdf transliteration ”Oxford” transliteration ”University” transliteration
5.
transliteration mining
• • cross language ( ) ( )
6.
NEWS2010 Transliteration Shared
Task • NEWS = Named Entity Workshop Shared task ACL workshop. transliteration shared task shared task 1 Wikipedia Wikipedia- Inter-Link Wikipedia- Inter-Link
7.
NEWS2010 Transliteration Shared
Task • http://aclweb.org/anthology/W/W10/W10-2403.pdf
8.
• Using Word
Dependent Transition Models in HMM based Word Alighment for Statistical Machine Translation Xiaodong He, ACL-07 2nd SMT workshop HMM P Oxford ) = max( P(O| ) * P(x| ) * P(fo| ) * P(rd| ), P(Ox| ) * P(f| ) * P(o| ) * P(rd| ), P(O| ) * P(x| ) * P(fo| ) * P(rd| ), P(Ox| ) * P(f| ) * P(fo| ) * P(rd| ), ... ) source language character sequence 1 3
9.
transliteration mining
• “University of Oxford”, “ ” • score(“Oxford”, “ ”) = -0.123 ---- score(“University”, “ ”) = -1.567 score(“of”, “ ”) = -2.100 score(“University”, “ ”) = -2.321 score(“Oxford”, “ ”) = -2.400 score(“of”, “ ”) = -2.543
10.
•
• character sequence recall • precision
11.
graph reinforcement (1/2) • •
2
12.
graph reinforcement (2/2) •
s source language( ) t target language( ) m(s|t), m(t|s) p(s|t), p(t|s)
13.
Link Reweighting graph reinforcement
s source language( ) t target language( ) graph reinforcement m(t|s) s t
14.
graph reinforcement link reweighting
link reweighting graph reinforcement F link reweighting F
15.
• shared task
best • graph reinforcement 10
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