2024

Challenges and Future Directions for Integration of Large Language Models into Socio-technical Systems

Helma Torkamaan, Steffen Steinert, Maria Soledad Pera, Olya Kudina, Samuel Kernan Freire, Himanshu Verma, Sage Kelly, Marie-Therese Sekwenz, Jie Yang, Karolien van Nunen, Martijn Warnier, Frances Brazier, Oscar Oviedo-Trespalacios Abstract Large Language Models (LLMs) are expected to significantly impact various socio-technical systems, offering transformative possibilities for improved interaction between humans and technology. However, their integration […]

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The Role of Human-Centered AI in User Modeling, Adaptation, and Personalization—Models, Frameworks, and Paradigms

Helma Torkamaan, Mohammad Tahaei, Stefan Buijsman, Ziang Xiao, Daricia Wilkinson, Bart P. Knijnenburg Abstract This chapter explores the principles and frameworks of human-centered artificial intelligence (AI), specifically focusing on user modeling, adaptation, and personalization. It introduces a four-dimensional framework comprising paradigms, actors, values, and levels of realization that should be considered in the design of

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