RelianceScope is a new analytical framework that maps AI reliance into nine engagement patterns across help-seeking and response-use, situated in students' prior knowledge and instructional context, validated on programming course logs.
Title resolution pending
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
fields
cs.HC 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
Studies of AITutor with 12 students reveal that layered worked examples, visual grounding, and metacognitive scaffolding reduce the cost of reasoning repair while students repurpose shortcuts as checkpoints under exam pressure.
citing papers explorer
-
RelianceScope: An Analytical Framework for Examining Students' Reliance on Generative AI Chatbots in Problem Solving
RelianceScope is a new analytical framework that maps AI reliance into nine engagement patterns across help-seeking and response-use, situated in students' prior knowledge and instructional context, validated on programming course logs.
-
From Answer Generators to Reasoning Facilitators: Designing AI Tutors for Mathematical Reasoning in High-Stakes Environments
Studies of AITutor with 12 students reveal that layered worked examples, visual grounding, and metacognitive scaffolding reduce the cost of reasoning repair while students repurpose shortcuts as checkpoints under exam pressure.