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arXiv preprint arXiv:2306.10052 , year=

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2026 4

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Scalable and Personalized Oral Assessments Using Voice AI

cs.CY · 2026-03-18 · conditional · novelty 5.0

A deployed voice-AI oral exam graded by a deliberating three-LLM council is cheap and internally reliable (α=0.83–0.95), but its transferable value is the documented failure modes and the candidate patterns for fixing them.

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