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This article reviews the advances in Large Language Models (LLM) and Multimodal Large Language Models (MLLM) in the past six months. It discusses the development of Artificial General Intelligence (AGI) and the social and ethical aspects of their application. It also outlines the achievements, opportunities, threats, and potential development outlook of ChatGPT and GPT-4 technologies. Finally, it discusses the Turing Test and its value as a measure of artificial intelligence.