Though natural language processing has come far in the past twenty years, the technology has not achieved a major impact on society. Is this because of some fundamental limitation that cannot be overcome? Or because there has not been enough time to refine and apply theoretical work already done?
Memory-Based Language Processing (Studies in Natural Language Processing)
โ Scribed by Walter Daelemans, Antal van den Bosch
- Publisher
- Cambridge University Press
- Year
- 2005
- Tongue
- English
- Leaves
- 199
- Series
- Studies in Natural Language Processing
- Category
- Library
No coin nor oath required. For personal study only.
โฆ Synopsis
Memory-based language processing--a machine learning and problem solving method for language technology--is based on the idea that the direct re-use of examples using analogical reasoning is more suited for solving language processing problems than the application of rules extracted from those examples. This book discusses the theory and practice of memory-based language processing, showing its comparative strengths over alternative methods of language modelling. Language is complex, with few generalizations, many sub-regularities and exceptions, and the advantage of memory-based language processing is that it does not abstract away from this valuable low-frequency information.
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