AINeutralarXiv – CS AI · 15h ago6/10
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The Strongest Teacher Is Not Always the Best Teacher: Student-Centric Answer Selection
Researchers demonstrate that the highest-performing teacher model doesn't necessarily provide the best training data for student models. They propose Student-Centric Answer Sampling (SCAS), a framework that selects answers based on their estimated learning value for specific students rather than teacher strength alone, showing consistent performance improvements across 30 teacher models and 8 tasks.