Author

Donghyuk Shin

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Preprint Aug 2026

LLM Pedagogical Behavior in AI Tutoring Interactions

A five-level scale is developed, validated against human annotations, that characterizes responses according to the degree of direct assistance LLMs provide when students use them as tutors in authentic learning interactions and provides an empirical baseline for LLM assistance in tutoring interactions and a measuremen...

Suhyeon Lee, Juneha Baek, Jaehyeong Park et al. · 0 citations

#natural language process... Preprint Aug 2026

How You Ask Shapes What You Get: A Theory-Seeded Measurement of Articulation in Advice-Seeking LLM Conversations

It is argued that benchmarks should stratify on articulation, and the extracted structure is offered as a measurement instrument for doing so.

Juneha Baek, Suhyeon Lee, Donghyuk Shin · 0 citations