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PolyInterview: An LLM-based Platform for Immersive Mock Interview Practice with Comprehensive Multimodal Assessment

arXiv cs.CL · 2026-07-14 Cached

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.

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