AIBullisharXiv – CS AI · Mar 266/10
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From Untamed Black Box to Interpretable Pedagogical Orchestration: The Ensemble of Specialized LLMs Architecture for Adaptive Tutoring
Researchers introduced ES-LLMs, a new AI tutoring architecture that separates decision-making from language generation to create more reliable and interpretable educational AI systems. The system outperformed traditional monolithic LLMs in human evaluations (91.7% preference) while reducing costs by 54% and achieving 100% adherence to pedagogical constraints.