Beyond accuracy: an educational benchmarking study of task fragility and reasoning stability of large language models on dermatology board-style questions.
Overall, LLM performance exhibited sensitivity to task design, difficulty, and linguistic framing within this educational assessment framework, which suggests task fragility and warrant caution in unsupervised educational applications.