Efficient inference through cascades of weighted tree transducers

ACL(2010)

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摘要
Weighted tree transducers have been proposed as useful formal models for representing syntactic natural language processing applications, but there has been little description of inference algorithms for these automata beyond formal foundations. We give a detailed description of algorithms for application of cascades of weighted tree transducers to weighted tree acceptors, connecting formal theory with actual practice. Additionally, we present novel on-the-fly variants of these algorithms, and compare their performance on a syntax machine translation cascade based on (Yamada and Knight, 2001).
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关键词
efficient inference,weighted tree acceptors,useful formal model,weighted tree transducers,syntactic natural language processing,inference algorithm,formal theory,formal foundation,present novel on-the-fly variant,detailed description,actual practice,machine translation,natural language
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