Unleashing ChatGPT's power: A case study on optimizing information retrieval in flipped classrooms via prompt engineering

Mo WANG, Minjuan WANG, Xin XU, Lanqing YANG, Dunbo CAI, Minghao YIN

Research output: Contribution to journalArticlespeer-review

15 Citations (Scopus)

Abstract

This research project investigates the impact of prompt engineering, a key aspect of chat generative pretrained transformer (ChatGPT), on college students' information retrieval in flipped classrooms. In recent years, an increasing number of students have been using AI-based tools, such as ChatGPT rather than traditional research engines to learn and to complete course assignments. Despite this growing trend, previous research has largely overlooked the influence of prompt engineering on students' use of ChatGPT and effective strategies for improving the quality of information retrieval in learning settings. To address this research gap, this study examines the information quality obtained from ChatGPT in a flipped classroom by evaluating its effectiveness in task completion among 26 novice undergraduates from the same major and cohort. The experimental results provide evidence that proficient mastery of prompt engineering improves the quality of information obtained by students using ChatGPT. Consequently, by acquiring proficiency in prompt engineering, students can maximize the positive impact of ChatGPT, obtain high-quality information, and enhance their learning efficiency in flipped classrooms. Copyright © 2023 IEEE.

Original languageEnglish
Pages (from-to)629-641
JournalIEEE Transactions on Learning Technologies
Volume17
Early online dateOct 2023
DOIs
Publication statusPublished - 2024

Citation

Wang, M., Wang, M., Xu, X., Yang, L., Cai, D., & Yin, M. (2024). Unleashing ChatGPT's power: A case study on optimizing information retrieval in flipped classrooms via prompt engineering. IEEE Transactions on Learning Technologies, 17, 629-641. https://doi.org/10.1109/TLT.2023.3324714

Keywords

  • Chat generative pretrained transformer (ChatGPT)
  • Flipped classrooms
  • Information retrieval
  • Prompt engineering

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