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cs.CL2026
How You Ask Shapes What You Get: A Theory-Seeded Measurement of Articulation in Advice-Seeking LLM Conversations
Juneha Baek, Suhyeon Lee, Donghyuk Shin
Users articulate the same advice-seeking request in different ways: some specify detailed constraints, others gesture at a vague need. Prior work treats this variation as noise to…
cs.CL2026
LLM Pedagogical Behavior in AI Tutoring Interactions
Suhyeon Lee, Juneha Baek, Jaehyeong Park +1
Students increasingly use LLMs as tutors for coursework and problem solving. Little is known about the level of assistance LLMs provide when students use them as tutors in authenti…