This video talks about the challenges and opportunities of combining large language models and knowledge graphs. The speaker explains the pros and cons of each approach, and how they can complement each other to achieve better natural language understanding and generation. He also surveys some existing methods and applications that use both techniques, and proposes some future directions for research.