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Standard early-exit architectures collapse completely outside their pre-selected exits, but stochastic prefix supervision transforms a normal Transformer into a valid, deployable language model at literally every intermediate layer depth.
Transforming static clinical cases into interactive storytelling games, MedGame significantly enhances engagement and learning outcomes in medical education.