%0 Journal Article %T Extracting Answer in QA System: Learning Based %A Megha Mishra %A Vishnu Kumar Mishra %A H.R. Sharma %J International Journal of Computer Science and Communication Networks %D 2012 %I Technopark Publications %X Converting questions to effective queries is crucial to open-domain question answering systems. In this paper, we present a web-based unsupervised learning approach for transforming a given natural-language question to an effective query. The method involves querying a search engine for web passages that contain the answer to the question, extracting patterns that characterize fine-grained classification for answers. Independent evaluation on a set of questions shows that the proposed approach outperforms a naive keyword based approach. %K Question Answering %K Machine Learning %K Query Retrieval. %U http://ijcscn.com/Documents/Volumes/vol2issue3/ijcscn2012020326.pdf