The ADAIO System at the BEA-2023 Shared Task: Shared Task Generating AI Teacher Responses in Educational Dialogues
Adaeze Adigwe, Zheng Yuan · 2023
This paper presents the ADAIO team's system entry in the Building Educational Applications (BEA) 2023 Shared Task on Generating AI Teacher Responses in Educational Dialogues.The task aims to assess the performance of state-of-the-art generative models as AI teachers in producing suitable responses within a student-teacher dialogue.Our system comprises evaluating various baseline models using OpenAI GPT-3 and designing diverse prompts to prompt the OpenAI models for teacher response generation.After the challenge, our system achieved second place by employing a few-shot prompt-based approach with the Ope-nAI text-davinci-003 model.The results highlight the few-shot learning capabilities of largelanguage models, particularly OpenAI's GPT-3, in the role of AI teachers.