Large-scale language models (LLMs), such as ChatGPT, are becoming increasingly sophisticated and exhibit human-like capabilities, playing an essential role in assisting humans in a variety of everyday tasks. An important application of AI is interactive recommendation systems that respond to human inquiries and make recommendations tailored to the user. In most conventional interactive recommendation systems, the language model is used only as a dialogue model, and there is a separate recommendation system. This is due to the fact that the language model used as a dialogue system does not have the capability to serve as a recommendation system. Therefore, we will realize the construction of a dialogue system with recommendation capability by using OpenAI's Chat-GPT, which has a very high inference capability as a dialogue system and the ability to generate high-quality sentences, and verify the effectiveness of the system.
翻译:大规模语言模型(LLMs),如ChatGPT,正日益复杂化并展现出类人能力,在协助人类完成各种日常任务中发挥着重要作用。人工智能的一个重要应用是交互式推荐系统,该系统能够响应人类询问并生成针对用户的个性化推荐。在大多数传统交互式推荐系统中,语言模型仅用作对话模型,而推荐功能则由独立的推荐系统承担。这是因为用作对话系统的语言模型不具备充当推荐系统的能力。因此,我们将利用OpenAI的Chat-GPT——它作为对话系统具有极高的推理能力和生成高质量语句的能力——实现具备推荐能力的对话系统构建,并验证该系统的有效性。