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Flor

Automatic Question Generation

Medium: Buch
ISBN: 978-3-031-92074-5
Verlag: Springer
Erscheinungstermin: 06.07.2026
Lieferfrist: bis zu 10 Tage

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.


Produkteigenschaften


  • Artikelnummer: 9783031920745
  • Medium: Buch
  • ISBN: 978-3-031-92074-5
  • Verlag: Springer
  • Erscheinungstermin: 06.07.2026
  • Sprache(n): Englisch
  • Auflage: Erscheinungsjahr 2026
  • Serie: Synthesis Lectures on Human Language Technologies
  • Produktform: Kartoniert
  • Seiten: 180
  • Format (B x H): 168 x 240 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

Introduction.- AQG System Architectures.- Generating Questions from Ontologies and Knowledge Graphs.- Use Cases.- Advances in AQG for Training Automatic Question Answering (QA) Systems.- Evaluation.- Content Selection and Question Focusing.- Related and Future Research Directions.