Publication
Beyond Note-Taking
A diarization-aware, transparent and privacy-preserving AI assistant for oral examinations.
Support examiners with richer evidence from oral assessments without automating academic judgment or exporting sensitive material.
Oral examinations reveal reasoning in real time, yet they are difficult to document consistently and leave little time for detailed feedback.
A locally hosted workflow combining audio standardization, diarization, aligned speech recognition, retrieval and language-model analysis.
Human boundary
An initial evaluation compared instructor assessments with the framework across eleven complete student cases and three project milestones; high-stakes use still requires calibration, bias monitoring and explicit oversight.
Inspect the project system