Enhancing Exploratory Learning through Exploratory Search with the Emergence of Large Language Models

Yiming Luo, Patrick Cheong Iao Pang, Shanton Chang

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Citations (Scopus)

Abstract

In the information era, how learners find, evaluate, and effectively use information has become a challenging issue, especially with the added complexity of large language models (LLMs) that have further confused learners in their information retrieval and search activities. This study attempts to unpack this complexity by combining exploratory search strategies with the theories of exploratory learning to form a new theoretical model of exploratory learning from the perspective of students' learning. Our work adapts Kolb's learning model by incorporating high-frequency exploration and feedback loops, aiming to promote deep cognitive and higher-order cognitive skill development in students. Additionally, this paper discusses and suggests how advanced LLMs integrated into information retrieval and information theory can support students in their exploratory searches, contributing theoretically to promoting student-computer interaction and supporting their learning journeys in the new era with LLMs.

Original languageEnglish
Title of host publicationProceedings of the 58th Hawaii International Conference on System Sciences, HICSS 2025
EditorsTung X. Bui
PublisherIEEE Computer Society
Pages44-53
Number of pages10
ISBN (Electronic)9780998133188
DOIs
Publication statusPublished - 2025
Event58th Hawaii International Conference on System Sciences, HICSS 2025 - Honolulu, United States
Duration: 7 Jan 202510 Jan 2025

Publication series

NameProceedings of the Annual Hawaii International Conference on System Sciences
ISSN (Print)1530-1605

Conference

Conference58th Hawaii International Conference on System Sciences, HICSS 2025
Country/TerritoryUnited States
CityHonolulu
Period7/01/2510/01/25

Keywords

  • Exploratory learning
  • Exploratory search
  • Information retrieval
  • Large language models
  • Learning theory

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