刘蓓,杜利民. 汉语口语对话系统中语义分析的消歧策略[J]. 中文信息学报, 2005, 19(1): 77-84.
LIU Bei , DU Li-min. The Disambiguation Strategy of Semantic Analysis in Spoken Dialogue Systems. , 2005, 19(1): 77-84.
汉语口语对话系统中语义分析的消歧策略
刘蓓,杜利民
中国科学院声学研究所语音交互信息技术研究中心,北京 100080
The Disambiguation Strategy of Semantic Analysis in Spoken Dialogue Systems
LIU Bei , DU Li-min
Center for Speech Interactive Information Technology ,Institute of Acoustics , Chinese Academy of Sciences , Beijing 100080 ,China
Abstract:Frame semantic analysis is one of the most commonly used semantic analysis method in Chinese spoken dialogue systems research. And the two typical ambiguous structures encountered in semantic analysis are outer-ambiguity and structural-ambiguity. According to the features of these two ambiguous structures , this paper puts forth the semantic PCFGmodel based disambiguation strategy to solve structural-ambiguity and the semantic ExpectationModel (EM) integrated disambiguation strategy to solve outer-ambiguity. Efficient algorithms of these two methods are also provided. The experimental results show that synthetically use of these two disambiguation methods can most greatly improve the performance of the understanding module of the base-line system. The sentence accuracy is improved from 7517 % to 9115 % , and the three targets of semantic understanding rate-correction , recall , and precision are also improved 10 % averagely.
[1 ] 冯志伟. 计算语言学基础[M]1 北京:商务印书馆,2001. [2 ] Young S. Talking to machines (statistically speaking) [C] . In :Proc. ICSLPp02 , Denver , USA , 2002 : 9 - 16. [3 ] 解国栋,宗成庆,徐波. 面向中间语义表示格式的汉语口语解析方法[J ]1 中文信息学报,2002 ,17 (1) : 1 -6. [4 ] 刘颖. 句法评分与语义评分[J ] . 中文信息学报,2000 ,14 (4) : 17 - 24. [5 ] 朱胜火,周明,等. 一种有效的概率上下文无法文法分析算法[J ] . 软件学报,1998 ,9 (8) : 592 - 597. [6 ] Andreas Stolcke ,An Efficient Probabilistic Context2Free Parsing Algorithm that Computes Prefix probabilities [J ] ,Computational Linguistics , MIT Press for the Association for Computational Linguistics , 1995. [7 ] 郑杰,茅于杭,董清富. 基于语境的语义排岐方法[J ] . 中文信息学报,2000 ,14 (5) :1 - 7. [8 ] Nobuo INUI , Toshiaki EBE , et. al. , A Case2Based Language Dialogue System Using Dialogue Act [C] , IEEE International Conference on Systems , Man and Cybermetics , 2001 :193 - 198. [9 ] Smith B W. Spoken Natural Language Dialogue System: A Practical Approach. London [M] : Oxford University Press ,1994. [10 ] 陈小荷. 现代汉语自动分析[M] . 北京: 北京语言文化大学出版社,2000. [11 ] 王显芳. 汉语口语对话系统的语言处理和对话管理方法研究[D] . 中科院博士论文,2002. [ 12 ] Liu Bei. , Du L.M. , Yu S. Y, The Method of building ExpectationModel in Task2oriented Dialogue Systems and Its Realization Algorithms[C] , IEEE NLP2KEp03 , Beijing , China , 2003 :174 - 179. [13 ] Bei Liu , LiMin Du , ZhiWei Fang , XianFang Wang , Language Understanding and Generation in Chinese Spoken Dialogue Systems[C] , AAAI Spring Symposium Workshop , CA , US 2003. [14 ] Michael F. Spoken Dialogue Technology : Enabling the Conversational User Interface[J ] , ACM Computing Surveys ,34 , 2002 :90 - 169.