Errors, Hallucinations, and Clinical Impact of General-Purpose Multimodal Large Language Models in Histopathology

BackgroundGeneral-purpose large language models (LLMs) are increasingly evaluated in diagnostic pathology, but prior studies have largely emphasized diagnostic accuracy rather than how models fail. We evaluated four LLMs for diagnostic performance, pathology-relevant errors and hallucinations, their