The paper classifies undergraduate LLM reliance into four types and shows that AI literacy predicts type while value beliefs predict intensity, with implications for outcome measurement.
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2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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cs.CY 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
The Reliance Negotiation Framework models student LLM reliance in writing as recursive negotiation among perceived benefits, risks, ethical commitments, and situational demands, including a separate non-negotiation path for strong ethical commitments.
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Four Types of LLM Reliance and Their Predictors Among Undergraduate Writers: A Mixed-Methods Study at a Minority-Serving R1 University
The paper classifies undergraduate LLM reliance into four types and shows that AI literacy predicts type while value beliefs predict intensity, with implications for outcome measurement.
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The Reliance Negotiation Framework: A Dynamic Process Model of Student LLM Engagement in Academic Writing
The Reliance Negotiation Framework models student LLM reliance in writing as recursive negotiation among perceived benefits, risks, ethical commitments, and situational demands, including a separate non-negotiation path for strong ethical commitments.