Home » Authors » Tsvetomila Mihaylova, Arto Hellas, Bita Akram, Narges Norouzi, Peter Brusilovsky, Juho Leinonen

Tsvetomila Mihaylova, Arto Hellas, Bita Akram, Narges Norouzi, Peter Brusilovsky, Juho Leinonen

Public reference bibliography and cataloged PDF materials authored or published by Tsvetomila Mihaylova, Arto Hellas, Bita Akram, Narges Norouzi, Peter Brusilovsky, Juho Leinonen.

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It's Complicated: Factors Influencing the Effectiveness of LLM-Generated Feedback in a Live Programming Course

Year: 2026 • Source: arxiv.org • Listed PDF

We report on three iterations of an LLM-generated feedback system deployed in a live web development course, spanning three underlying models and three feedback formats. We ask how feedback presence and its characteristi...