mtbbench. MTBBench is a benchmark designed to evaluate the reasoning capabilities of multimodal large language models (LLMs) in complex clinical decision-making scenarios. It focuses on two core challenges in oncology: multimodal integration (e.g., pathology, genomics, radiology) and longitudinal reasoning across patient timelines.