AITP: Traffic Accident Responsibility Allocation via Multimodal Large Language Models

AITP is introduced as a multimodal large language model designed for traffic accident responsibility allocation, enhancing reasoning through Multimodal Chain-of-Thought and integrating legal knowledge via Retrieval-Augmented Generation. The research also presents DecaTARA, a comprehensive decathlon-style benchmark with 67,941 annotated videos and 195,821 question-answer pairs.