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Automatic Question Generation : Synthesis Lectures on Human Language Technologies - Michael Flor

Automatic Question Generation

By: Michael Flor

eText | 4 July 2025

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This book provides an overview of the fundamentals of Automatic Question Generation (AQG) for computational linguistics researchers, test developers, and educators. The author presents a variety of AQG system architectures, including generating questions from syntactic analyses, semantic resources, neural architectures, ontologies and knowledge graphs, and large language models. The advantages and pitfalls of a variety of AQG evaluation methods, including multi-aspect ratings by human experts, end-users, as well as crowd-sourcing and automatic evaluation techniques are discussed. The book also provides a roadmap of options for AQG targeted orientation, content selection, and focusing decisions. Machine learning opportunities for training systems to generate questions based on human-generated examples are also explored. This book offers greater depth and breadth than previous surveys of AQG. Readers will gain a comprehensive knowledge of current research, examples of applications of AQG, and inspiration for future directions for innovation and application.

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You Can Find This eBook In

Non-FictionComputing & I.T.Computer ScienceArtificial IntelligenceNatural Language & Machine TranslationLanguage & LinguisticsLinguisticsComputational LinguisticsEducationOrganisation & Management of EducationExaminations & AssessmentAudio Processing

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