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This paper presents PolyInterview, an LLM-based platform that conducts immersive mock interviews with a lip-synced digital human, providing comprehensive multimodal assessment of response content, vocal delivery, and non-verbal behavior. The system generates role-tailored questions and evaluates candidates using 13 behavioral features linked to KSA and STAR frameworks.
MÜN JobHunter is an AI-powered career platform that uses voice mock interviews adapting to user answers, cover letter tailoring, and a swipe deck for job discovery, aiming to reduce the mental load of job searching.