The Indispensable Role of User Simulation in the Pursuit of AGI
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Abstract (arXiv)
Progress toward Artificial General Intelligence (AGI) faces significant bottlenecks, particularly in rigorously evaluating complex interactive systems and acquiring the vast interaction data needed for training adaptive agents. This paper posits that user simulation -- creating computational agents that mimic human interaction with AI systems -- is not merely a useful tool, but is a critical catalyst required to overcome these bottlenecks and accelerate AGI development. We argue that realistic simulators provide the necessary environments for scalable evaluation, data generation for interactive learning, and fostering the adaptive capabilities central to AGI. Therefore, research into user simulation technology and intelligent task agents are deeply synergistic and must advance hand-in-hand. This article elaborates on the critical role of user simulation for AGI, explores the interdisciplinary nature of building realistic simulators, identifies key challenges including those posed by large language models, and proposes a future research agenda.
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References · 8
- 2023Generative Agents: Interactive Simulacra of Human Behaviorcited by 3,568
- 2023A Survey on Large Language Model based Autonomous Agentscited by 2,242
- 2022Out of One, Many: Using Language Models to Simulate Human Samplescited by 752
- 2023Large Language Models Empowered Agent-based Modeling and Simulation: A Survey and Perspectivescited by 257
- 2020Neurosymbolic AI: The 3rd Wavecited by 255
- 2023Large language models can accurately predict searcher preferencescited by 131
- 2023User Simulation for Evaluating Information Access Systemscited by 31
- 2024Designing Skill-Compatible AI: Methodologies and Frameworks in Chesscited by 10
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