FretMate: ChatGPT-Powered Adaptive Guitar Learning Assistant

Intelligent Voice Assistants (Alexa, Siri, etc.)Generative AI (Text, Image, Music, Video)Intelligent Tutoring Systems & Learning AnalyticsVocational Trainers & CoachesMusicians, DJs & Sound Designers

Learning to play the guitar poses significant challenges for beginners, who often choose to practice alone to avoid the embarrassment of making mistakes in front of others. This isolation leads to a lack of timely feedback and encouragement, resulting in frustration and decreased motivation. Traditional learning methods fail to provide personalized and immediate support. To address these issues, we propose a GPT-powered guitar learning assistant, FretMate, that provides immediate error correction, personalized learning paths, and emotional support. The design was informed by formative interviews with six guitar instructors and six learners. We evaluated our assistant against the traditional self-guided practice in a controlled two-week study with 16 participants. Results showed that participants using FretMate improved in skill acquisition, engagement, and motivation compared to the control group. We discuss the po- tential of integrating conversational AI into instrument learning to provide personalized instruction and emotional engagement.

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https://hci.top/en/papers/iui/195835/2025

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DOI: https://doi.org/10.1145/3708359.3712080
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IUI
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2025
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6 authors
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Intelligent Voice Assistants (Alexa, Siri, etc.), Generative AI (Text, Image, Music, Video), Intelligent Tutoring Systems & Learning Analytics
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Vocational Trainers & Coaches, Musicians, DJs & Sound Designers
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Abstract only
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