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针对自然语言处理中的结构性问题的最佳检索算法

Optimal Search Algorithms for Structured Problems in Natural Language Processing

作者:Adam David Pauls 作者单位:University of California at Berkeley 加工时间:2013-11-20 信息来源:EECS 索取原文[82 页]
关键词:检索算法;自然语言处理;结构;检索速度
摘 要:We will discuss both known and novel algorithms that can find the best path without considering all hyperedges in the hypergraph, and hence can speed up search without sacrificing search quality. We will provide simplified proofs of correctness for these algorithms. We also propose two novel algorithms that permit extraction of the k-best paths instead of the single best. We compare these approaches both against exhaustive search, and against approximate search techniques which speed up search by sacrificing optimality guarantees.
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