AI Makes You Smarter, But None The Wiser: The Disconnect Between Performance and Metacognition
<|reference_start|>AI Makes You Smarter, But None The Wiser: The Disconnect Between Performance and Metacognition: Optimizing human-AI interaction requires users to reflect on their own performance critically. Our study examines whether people using AI to complete tasks can accurately monitor how well they perform. Participants (N = 246) used AI to solve 20 logical problems from the Law School Admission Test. While their task performance improved by three points compared to a norm population, participants overestimated their performance by four points. Interestingly, higher AI literacy was linked to less accurate self-assessment. Participants with more technical knowledge of AI were more confident but less precise in judging their own performance. Using a computational model, we explored individual differences in metacognitive accuracy and found that the Dunning-Kruger effect, usually observed in this task, ceased to exist with AI use. We discuss how AI levels our cognitive and metacognitive performance and consider the consequences of performance overestimation for designing interactive AI systems that enhance cognition.<|reference_end|>
@article{fernandes2024ai,
    title={AI Makes You Smarter, But None The Wiser: The Disconnect Between
  Performance and Metacognition},
    author={Daniela Fernandes, Steeven Villa, Salla Nicholls, Otso Haavisto,
  Daniel Buschek, Albrecht Schmidt, Thomas Kosch, Chenxinran Shen, Robin Welsch},
    journal={arXiv preprint arXiv:2409.16708},
    year={2024},
    archivePrefix={arXiv},
    eprint={2409.16708},
    primaryClass={cs.HC}
}