SHAPE benchmark and graph-augmented tutoring pipeline significantly improve safety of educational LLMs against pedagogical jailbreaks while maintaining near-ceiling helpfulness.
For each step, the model selects the single most relevant knowledge point from a predefined vocabulary derived from the knowledge graph adja- cency matrix
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SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs
SHAPE benchmark and graph-augmented tutoring pipeline significantly improve safety of educational LLMs against pedagogical jailbreaks while maintaining near-ceiling helpfulness.