Search-Oriented Dialog System for Data Science

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In R4, a thorough evaluation on the search-oriented dialog system was conducted, which revealed several problems in the intent detection system. We conducted research to solve the problems, and found that they could be effectively solved by utilizing few-shot learning with InstructGPT. During the research, we realized that the state-of-the-art of pre-trained language models were rapidly evolving, which we needed to be able to constantly leverage. We made a change to the architecture of the search-oriented dialog system, so that we can easily incorporate external language resources like pre-trained language models. With the new architecture, we could utilize recently released pre-trained language models, including chatGPT and GPT4, which led to much improved performance.