Audiopedia is introduced (with 3 subtasks, s-AQA, m-AQA and r-AQA), a novel Audio QA task, requiring audio comprehension and external knowledge reasoning. Additionally, a framework that combines Audio Entity Linking (AEL) and a Knowledge-Augmented Audio Multimodal Model (KA2LM) is proposed to enhance large audio language models for knowledge-intensive tasks.