AINeutralarXiv – CS AI · 7h ago6/10
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Frozen Multimodal Embeddings for Personality and Cognitive Ability Assessment in Asynchronous Video Interviews
Researchers developed a multimodal machine learning approach using frozen pretrained encoders (CLIP, Whisper, RoBERTa) to predict personality traits and cognitive ability from asynchronous video interviews, achieving 19.1% improvement over baseline on personality assessment but revealing potential dataset shortcuts in cognitive ability evaluation.