LLMography is a framework for generating KPI reports from human-AI conversations including prompt quality, human direction, AI dependency, and auditability scores, with a preliminary evaluation on 19 student reports showing mostly co-produced interactions.
Higher education assessment practice in the era of generative ai tools
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LLMography: Transforming Human-AI Conversations into Traceability, Oversight, and Auditability Indicators
LLMography is a framework for generating KPI reports from human-AI conversations including prompt quality, human direction, AI dependency, and auditability scores, with a preliminary evaluation on 19 student reports showing mostly co-produced interactions.