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CALLIOPE: A Source-Grounded Oral Assessment System and Synthetic Readiness Evaluation
Oral assessment with generative AI requires more than a conversational interface: educators must connect a spoken response to its source material, scoring criteria, model outputs and subsequent human judgement. This technical report presents CALLIOPE, a source-grounded oral assessment system integra
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