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error cascade mitigation 1language model alignment 1multi-agent dialogue 1peer ranking 1sycophancy 1

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cs.AI2026

Instructor-Aligned Knowledge Graphs for Personalized Learning

Abdulrahman AlRabah, Priyanka Kargupta, Jiawei Han +1

Mastering educational concepts requires understanding both their prerequisites (e.g., recursion before merge sort) and sub-concepts (e.g., merge sort as part of sorting algorithms)…