Toward best-effort information extraction

Current approaches to develop information extraction (IE) programs have largely focused on producing precise IE results. As such, they suffer from three major limitations. First, it is often difficult to execute partially specified IE programs and obtain meaningful results, thereby producing a long "debug loop". Second, it often takes a long time before we can obtain the first meaningful result (by finishing and running a precise IE program), thereby rendering these approaches impractical for time-sensitive IE applications. Finally, by trying to write precise IE programs we may also waste a significant amount of effort, because an approximate result ? one that can be produced quickly ? may already be satisfactory in many IE settings. To address these limitations, we propose iFlex, an IE approach that relaxes the precise IE requirement to enable best-effort IE. In iFlex, a developer U uses a declarative language to quickly write an initial approximate IE program P with a poss...

• Type: Conference
• Year: 2008
• Where: SIGMOD
• Authors: Warren Shen, Pedro DeRose, Robert McCann, AnHai Doan, Raghu Ramakrishnan
• Keywords: Database, Precise Ie, Precise Ie Programs, Precise Ie Requirement, SIGMOD 2008