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  4. Exploring Generative Artificial Intelligence: A Taxonomy and Types
 
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2024
Conference Paper
Title

Exploring Generative Artificial Intelligence: A Taxonomy and Types

Abstract
Generative Artificial Intelligence (GAI) is a prevalent topic in recent research and business, seemingly taking the position of a disruptive technology that has the potential to significantly transform industries ranging from productivity (e.g., ChatGPT-4) to creativity (e.g., DALL-E). While the emerging scientific discussion on GAI covers a variety of fields and issues, such as privacy, accuracy, and application scenarios, this paper sheds light on the business side of GAI by investigating the morphologic nature of start-ups and incumbents leveraging GAI. Based on the structured analysis of 100 real-world instances, we report on a taxonomy of GAI applications and services that advances our practical understanding, strengthens the distinguishability, as well as adds clarity to the discourse of GAI potentials. We provide an initial framework and five types of GAI, namely Generator, Reimaginator, Synthesizer, Assistant, and Enabler, that are informed by the core characteristics of the technology paradigm.
Author(s)
Strobel, Gero
Banh, Leonardo
Möller, Frederik  
Fraunhofer-Institut für Software- und Systemtechnik ISST  
Schoormann, Thorsten
Fraunhofer-Institut für Software- und Systemtechnik ISST  
Mainwork
57th Annual Hawaii International Conference on System Sciences 2024. Proceedings  
Conference
Hawaii International Conference on System Sciences 2024  
Link
Link
Language
English
Fraunhofer-Institut für Software- und Systemtechnik ISST  
Keyword(s)
  • Generative Artificial Intelligence

  • LLM

  • Machine Learning

  • Typology

  • Taxonomy

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