Measurement and modeling of a web-based question answering system

被引:0
|
作者
Peng, Chunyi [1 ]
Gong, Zaoyang [2 ]
Shen, Guobin [1 ]
机构
[1] Microsoft Res Asia, 49 Zhichun Rd,Haidian Dist, Beijing 100080, Peoples R China
[2] Beihang Univ, Dept Comp Sci, Beijing 100083, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Question -Answering (QA) is one of the most natural and effective channels for specific information acquisition. QA systems emerged several decades back. In this paper, we perform a measurement study of a popular, large scale web-QA system, i.e. iAsk, and systematically investigate various behavior patterns and the system performance. To evaluate such a web-QA system, we propose three performance metrics, namely Reply-Rate, Reply-Number, and Reply-Latency, which are most closely related to the QoS of a web-QA system. Based on extensive measurement results, we propose a mathematical framework for the three performance metrics that capture our observation precisely. The framework reveals that the QoS of a web-QA system actually heavily depends on three key factors: the user scale, user reply probability and a system design artifact (related to webpage layout). We study their respective impacts on the system performance. Finally, we propose several ways through which current web-QA system can be improved. To the best or our knowledge, this is the first piece of work that studies the performances of web-QA systems.
引用
收藏
页码:82 / +
页数:2
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