ITAS is a multi-agent LLM tutoring architecture with teaching, operational, and feedback layers that was piloted in a university course, handling student interactions and providing instructor insights without task-boundary hallucinations.
The 2 sigma problem: The search for methods of group instruction as effective as one-to-one tutoring
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 2representative citing papers
Priority PayGo keeps multi-agent tutoring responses under 4 seconds even at 50 concurrent users, while costs stay below textbook prices per student.
citing papers explorer
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ITAS: A Multi-Agent Architecture for LLM-Based Intelligent Tutoring
ITAS is a multi-agent LLM tutoring architecture with teaching, operational, and feedback layers that was piloted in a university course, handling student interactions and providing instructor insights without task-boundary hallucinations.
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Latency and Cost of Multi-Agent Intelligent Tutoring at Scale
Priority PayGo keeps multi-agent tutoring responses under 4 seconds even at 50 concurrent users, while costs stay below textbook prices per student.