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Answer Validation Through Robust Logical Inference
- Source :
- Evaluation of Multilingual and Multi-modal Information Retrieval ISBN: 9783540749981, CLEF
- Publication Year :
- 2007
- Publisher :
- Springer Berlin Heidelberg, 2007.
-
Abstract
- The paper features MAVE, a knowledge-based system for answer validation through deep linguistic processing and logical inference. A relaxation loop is used to determine a robust indicator of logical entailment. The system not only validates answers directly, but also gathers evidence by proving the original question and comparing results with the answer candidate. This method boosts recall by up to 13%. Additional indicators signal false positives. The filter increases precision by up to 14.5% without compromising recall of the system.
- Subjects :
- Deep linguistic processing
Recall
business.industry
Computer science
SIGNAL (programming language)
Filter (signal processing)
Logical entailment
computer.software_genre
False positive paradox
Logical inference
Artificial intelligence
Relaxation (approximation)
Data mining
business
computer
Natural language processing
Subjects
Details
- ISBN :
- 978-3-540-74998-1
- ISBNs :
- 9783540749981
- Database :
- OpenAIRE
- Journal :
- Evaluation of Multilingual and Multi-modal Information Retrieval ISBN: 9783540749981, CLEF
- Accession number :
- edsair.doi...........40bce64a9774bff9ba1e5aff19a41709
- Full Text :
- https://doi.org/10.1007/978-3-540-74999-8_62