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RESEARCH Scalable Conversational Assessment: Chat-Based Exams with a Two-Agent LLM Pipeline

Oral exams are compelling because (1) students can be asked to provide their reasoning for an answer and (2) their interactive nature…

Source tier 2: +25
Category RESEARCH: +10
Other adjustment (same-source burst decay, or scored under an earlier weighting): −10
Base score: 25
Velocity (0 corroborating sources): +0
Age decay (45h since published): −25
Effective score right now: 0