Integration of World Knowledge for Natural Language Understanding

Integration of World Knowledge for Natural Language Understanding
Author :
Publisher : Springer Science & Business Media
Total Pages : 252
Release :
ISBN-10 : 9789491216534
ISBN-13 : 9491216538
Rating : 4/5 (34 Downloads)

Book Synopsis Integration of World Knowledge for Natural Language Understanding by : Ekaterina Ovchinnikova

Download or read book Integration of World Knowledge for Natural Language Understanding written by Ekaterina Ovchinnikova and published by Springer Science & Business Media. This book was released on 2012-02-15 with total page 252 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.


Integration of World Knowledge for Natural Language Understanding Related Books

Integration of World Knowledge for Natural Language Understanding
Language: en
Pages: 252
Authors: Ekaterina Ovchinnikova
Categories: Computers
Type: BOOK - Published: 2012-02-15 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

This book concerns non-linguistic knowledge required to perform computational natural language understanding (NLU). The main objective of the book is to show th
Linguistics for the Age of AI
Language: en
Pages: 449
Authors: Marjorie Mcshane
Categories: Computers
Type: BOOK - Published: 2021-03-02 - Publisher: MIT Press

DOWNLOAD EBOOK

A human-inspired, linguistically sophisticated model of language understanding for intelligent agent systems. One of the original goals of artificial intelligen
Natural Language Processing in Artificial Intelligence
Language: en
Pages: 297
Authors: Brojo Kishore Mishra
Categories: Science
Type: BOOK - Published: 2020-11-01 - Publisher: CRC Press

DOWNLOAD EBOOK

This volume focuses on natural language processing, artificial intelligence, and allied areas. Natural language processing enables communication between people
Natural Language Processing with Python
Language: en
Pages: 506
Authors: Steven Bird
Categories: Computers
Type: BOOK - Published: 2009-06-12 - Publisher: "O'Reilly Media, Inc."

DOWNLOAD EBOOK

This book offers a highly accessible introduction to natural language processing, the field that supports a variety of language technologies, from predictive te
Applied Natural Language Processing in the Enterprise
Language: en
Pages: 336
Authors: Ankur A. Patel
Categories: Computers
Type: BOOK - Published: 2021-05-12 - Publisher: "O'Reilly Media, Inc."

DOWNLOAD EBOOK

NLP has exploded in popularity over the last few years. But while Google, Facebook, OpenAI, and others continue to release larger language models, many teams st