Structured use of external knowledge for event-based open domain question answering

One of the major problems in question answering (QA) is that the queries are either too brief or often do not contain most relevant terms in the target corpus. In order to overcome this problem, our earlier work integrates external knowledge extracted from the Web and WordNet to perform Event-based QA on the TREC-11 task. This paper extends our approach to perform event-based QA by uncovering the structure within the external knowledge. The knowledge structure loosely models different facets of QA events, and is used in conjunction with successive constraint relaxation algorithm to achieve effective QA. Our results obtained on TREC-11 QA corpus indicate that the new approach is more effective and able to attain a confidence-weighted score of above 80%.

[1]  Harris Wu,et al.  Probabilistic question answering on the web , 2002, WWW '02.

[2]  Martin M. Soubbotin,et al.  Use of Patterns for Detection of Likely Answer Strings: A Systematic Approach , 2002, TREC.

[3]  Ian H. Witten,et al.  Managing gigabytes 2nd edition , 1999 .

[4]  Dragomir R. Radev,et al.  Question-answering by predictive annotation , 2000, SIGIR '00.

[5]  Grace Hui Yang,et al.  QUALIFIER: Question Answering by Lexical Fabric and External Resources , 2003, EACL.

[6]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[7]  Charles L. A. Clarke,et al.  Exploiting redundancy in question answering , 2001, SIGIR '01.

[8]  Sanda M. Harabagiu,et al.  High performance question/answering , 2001, SIGIR '01.

[9]  Grace Hui Yang,et al.  The Integration of Lexical Knowledge and External Resources for Question Answering , 2002, TREC.

[10]  Jennifer Chu-Carroll,et al.  A Multi-Strategy and Multi-Source Approach to Question Answering , 2002, TREC.

[11]  Ellen M. Voorhees,et al.  Overview of the TREC 2002 Question Answering Track , 2003, TREC.

[12]  Tat-Seng Chua,et al.  Building Semantic Perceptron Net for Topic Spotting , 2001, ACL.

[13]  Chin-Yew Lin The Effectiveness of Dictionary and Web-Based Answer Reranking , 2002, COLING.

[14]  Sanda M. Harabagiu,et al.  LCC Tools for Question Answering , 2002, TREC.

[15]  Vasile Rus,et al.  Logic Form Transformation of WordNet and its Applicability to Question Answering , 2001, ACL.

[16]  Eduard H. Hovy,et al.  The Use of External Knowledge of Factoid QA , 2001, TREC.

[17]  Jimmy J. Lin,et al.  Data-Intensive Question Answering , 2001, TREC.

[18]  Charles L. A. Clarke,et al.  Statistical Selection of Exact Answers (MultiText Experiments for TREC 2002) , 2002, TREC.