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Integration of World Knowledge for Natural Language Understanding: 3 (Atlantis Thinking Machines, 3) - Tapa dura

Ovchinnikova, Ekaterina

 
9789491216527: Integration of World Knowledge for Natural Language Understanding: 3 (Atlantis Thinking Machines, 3)
Tapa dura
ISBN 10: 949121652X ISBN 13: 9789491216527
Editorial: Atlantis Press, 2012

Sinopsis

This book concerns non-linguistic knowledge required to perform computational natural language understanding (NLU). The main objective of the book is to show that inference-based NLU has the potential for practical large scale applications.First, an introduction to research areas relevant for NLU is given. We review approaches to linguistic meaning, explore knowledge resources, describe semantic parsers, and compare two main forms of inference: deduction and abduction.In the main part of the book, we propose an integrative knowledge base combining lexical-semantic, ontological, and distributional knowledge. A particular attention is payed to ensuring its consistency. We then design a reasoning procedure able to make use of the large scale knowledge base. We experiment both with a deduction-based NLU system and with an abductive reasoner. For evaluation, we use three different NLU tasks: recognizing textual entailment, semantic role labeling, and interpretation of noun dependencies.

"Sinopsis" puede pertenecer a otra edición de este libro.

De la contraportada

This book concerns non-linguistic knowledge required to perform computational natural language understanding (NLU). The main objective of the book is to show that inference-based NLU has the potential for practical large scale applications.

First, an introduction to research areas relevant for NLU is given. We review approaches to linguistic meaning, explore knowledge resources, describe semantic parsers, and compare two main forms of inference: deduction and abduction.

In the main part of the book, we propose an integrative knowledge base combining lexical-semantic, ontological, and distributional knowledge. A particular attention is payed to ensuring its consistency. We then design a reasoning procedure able to make use of the large scale knowledge base. We experiment both with a deduction-based NLU system and with an abductive reasoner. For evaluation, we use three different NLU tasks: recognizing textual entailment, semantic role labeling, and interpretation of noun dependencies.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Atlantis Press
Año de publicación
2012
Idioma
Inglés
ISBN 10 
949121652X
ISBN 13 
9789491216527
Encuadernación
Tapa dura
Número de páginas
262
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