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2026 1

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CONDITIONAL 1

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Scalable and Personalized Oral Assessments Using Voice AI

cs.CY · 2026-03-18 · conditional · novelty 4.0

Viva conducts voice-based oral exams and grades transcripts with a multi-LLM panel; tested on two small NYU cohorts at under $1 per exam while surfacing five implementation patterns from observed failures.

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  • Scalable and Personalized Oral Assessments Using Voice AI cs.CY · 2026-03-18 · conditional · none · ref 9

    Viva conducts voice-based oral exams and grades transcripts with a multi-LLM panel; tested on two small NYU cohorts at under $1 per exam while surfacing five implementation patterns from observed failures.