Integration of World Knowledge for Natural Language by Ekaterina Ovchinnikova

By Ekaterina Ovchinnikova

This e-book matters non-linguistic wisdom required to accomplish computational traditional language realizing (NLU). the most target of the e-book is to teach that inference-based NLU has the potential of sensible huge scale applications.

First, an advent to analyze components correct for NLU is given. We evaluation ways to linguistic that means, discover wisdom assets, describe semantic parsers, and examine major types of inference: deduction and abduction.

In the most a part of the publication, we advise an integrative wisdom base combining lexical-semantic, ontological, and distributional wisdom. a selected cognizance is payed to making sure its consistency. We then layout a reasoning strategy in a position to utilize the big scale wisdom base. We scan either with a deduction-based NLU approach and with an abductive reasoner. For assessment, we use 3 assorted NLU projects: spotting textual entailment, semantic function labeling, and interpretation of noun dependencies.

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