The emergence of generative large language models represented by ChatGPT marks a new height in machine intelligence technology driven by big data. However, when applying to professional vertical industries, they still face many challenges such as high illusion, toxicity, low knowledgeability, poor robustness, and discrimination. The knowledge-enhanced AI technology discussed in this forum mainly explores how to integrate vertical industry expertise with machine intelligence driven by big data to build a new paradigm of knowledge-enhanced, human-machine collaborative, fair and inclusive, and stable and robust machine intelligence. This workshop is organized by Ant Group.