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LLM tutors are surprisingly vulnerable to fine-tuned adversarial students, who can jailbreak them into leaking answers despite pedagogical alignment.
LLMs can boost the depth and structure of student reflection by explicitly scaffolding the planning and translation stages of writing, but the effect fades over time.
