Towards Answer Extraction: An application to Technical Domains

The shortcomings of traditional Information Retrieval are most evident when users require exact information rather than relevant documents. This practical need is pushing the research community towards systems that can exactly pinpoint those parts of documents that contain the information requested. Answer Extraction (AE) systems aim to satisfy this need. This paper presents one such system (ExtrAns) which works by transforming documents and queries into a semantic representation called Minimal Logical Form (MLF) and derives the answers by logical proof from the documents. MLFs use underspecification to overcome the problems associated with a complete semantic representation and offer the possibility of monotonic, non-destructive extension.

[1]  Rolf Schwitter,et al.  ExtrAns, an answer extraction system , 2000 .

[2]  Inderjeet Mani,et al.  Another Sys Called Qanda , 2000, TREC.

[3]  Eduard H. Hovy,et al.  Question Answering in Webclopedia , 2000, TREC.

[4]  Stephen J. Green,et al.  Halfway to Question Answering , 2000, TREC.

[5]  Ellen M. Voorhees,et al.  The Eighth Text REtrieval Conference (TREC-8) , 2000 .

[6]  Fabio Rinaldi,et al.  Answer Extraction in Technical Domains , 2002, CICLing.

[7]  Dan Flickinger,et al.  Minimal Recursion Semantics: An Introduction , 2005 .

[8]  Shalom Lappin,et al.  An Algorithm for Pronominal Anaphora Resolution , 1994, CL.

[9]  Frank van Harmelen,et al.  Proceedings of the 15th European Conference on Artificial Intelligence , 2002 .

[10]  Ellen M. Voorhees,et al.  The TREC-8 Question Answering Track Evaluation , 2000, TREC.

[11]  Jerry R. Hobbs Ontological Promiscuity , 1985, ACL.

[12]  Ralph Grishman,et al.  Using NOMLEX to Produce Nominalization Patterns for Information Extraction , 1998, ACL 1998.

[13]  Christian Jacquemin,et al.  QALC--The Question-Answering System of LIMSI-CNRS , 2000, TREC.

[14]  Ellen M. Voorhees,et al.  The TREC-8 Question Answering Track Report , 1999, TREC.

[15]  Daniel Dominic Sleator,et al.  Parsing English with a Link Grammar , 1995, IWPT.

[16]  Eric Brill,et al.  A Rule-Based Approach to Prepositional Phrase Attachment Disambiguation , 1994, COLING.

[17]  David Elworthy,et al.  Question Answering Using a Large NLP System , 2000, TREC.

[18]  Steve Renals,et al.  Proceedings of the Ninth Text REtrieval Conference , 2001 .

[19]  Sanda M. Harabagiu,et al.  FALCON: Boosting Knowledge for Answer Engines , 2000, TREC.

[20]  Diego Mollá,et al.  Dealing with ambiguities in an answer extraction system , 2000 .

[21]  Michael Collins,et al.  A New Statistical Parser Based on Bigram Lexical Dependencies , 1996, ACL.

[22]  Charles L. A. Clarke,et al.  Question Answering by Passage Selection (MultiText Experiments for TREC-9) , 2000, TREC.