An XGBoost ITS maps multimodal features from 10,360 videos to BARS scores and delivers layered feedback that produced significant skill gains (Cohen's d 0.39-0.90) in a 30-day study of 204 learners.
Thin slices of expressive behavior as predictors of interpersonal consequences: A meta-analysis,
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MIRAGE improves VLM analysis of multi-figure art by inserting a verifiable structured representation of micro-interactions between spatial grounding and narrative output.
citing papers explorer
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An Interpretable Closed-Loop Intelligent Tutoring System for Multimodal Affective Feedback in Asynchronous Presentation Training
An XGBoost ITS maps multimodal features from 10,360 videos to BARS scores and delivers layered feedback that produced significant skill gains (Cohen's d 0.39-0.90) in a 30-day study of 204 learners.
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MIRAGE: A Micro-Interaction Relational Architecture for Grounded Exploration in Multi-Figure Artworks
MIRAGE improves VLM analysis of multi-figure art by inserting a verifiable structured representation of micro-interactions between spatial grounding and narrative output.