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,正变得越来越复杂,展现出类似人类的能力,在日常任务的多个方面协助人类。人工智能的一个重要应用是交互式推荐系统,它能够回应人类查询,并为用户量身定制推荐内容。在大多数传统的交互式推荐系统中,语言模型仅用作对话模型,而推荐系统则是独立存在的。这是因为用作对话系统的语言模型并不具备充当推荐系统的能力。因此,我们将利用推理能力极强、能生成高质量句子的OpenAI Chat-GPT,构建具有推荐能力的对话系统,并验证该系统的有效性。