๐จ Paper Alert! ๐จ We conduct an in-depth systematic analysis of LLMs in the epilepsy domain! Not just quantitative metrics, but we also explore model confidence, clinical reasoning, source verification for semiology behavior mapping to brain regions for safe deployment.