Chat-Based Support Alone May Not Be Enough: Comparing Conversational and Embedded LLM Feedback for Mathematical Proof Learning

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Authors: Eason Chen, Sophia Judicke, Kayla Beigh, Xinyi Tang, Yumo Wang, Mingyu Yuan, Zimo Xiao, Chuangji Li, Siyi Li, Reed Luttmer, Saravjeet Singh, Maria Yampolsky
+9 more Naman Parikh, Yvonne Zhao, Meiyi Chen, Cheng Huang, Anishka Mohanty, Gregory Johnson, John Mackey, Jionghao Lin, Ken Koedinger
Cited by: 1
References: 25

Fields of Study & Subjects

Intelligent Tutoring Systems and Adaptive Learning AI in Service Interactions Innovative Teaching and Learning Methods

Publication details

Journal / source
Lecture notes in computer science
Publisher
Springer Nature Switzerland
Pages
601–610
Publication date
26 June 2026
Language
EN