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Towards Mining Effective Pedagogical Strategies from Learner–LLM Educational Dialogues

He, Liqun; Mavrikis, Manolis; Cukurova, Mutlu; (2025) Towards Mining Effective Pedagogical Strategies from Learner–LLM Educational Dialogues. In: Cristea, Alexandra I and Walker, Erin and Lu, Yu and Santos, Olga C and Isotani, Seiji, (eds.) Artificial Intelligence in Education. Posters and Late Breaking Results, Workshops and Tutorials, Industry and Innovation Tracks, Practitioners, Doctoral Consortium, Blue Sky, and WideAIED, (AIED 2025) Proceedings, part 1. (pp. pp. 391-396). Springer Cham: Cham, Switzerland.

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Abstract

Dialogue plays a crucial role in educational settings, yet existing evaluation methods for educational applications of large language models (LLMs) primarily focus on technical performance or learning outcomes, often neglecting attention to learner–LLM interactions. To narrow this gap, this AIED Doctoral Consortium paper presents an ongoing study employing a dialogue analysis approach to identify effective pedagogical strategies from learner–LLM dialogues. The proposed approach involves dialogue data collection, dialogue act (DA) annotation, DA pattern mining, and predictive model building. Early insights are outlined as an initial step toward future research. The work underscores the need to evaluate LLM-based educational applications by focusing on dialogue dynamics and pedagogical strategies.

Type: Proceedings paper
Title: Towards Mining Effective Pedagogical Strategies from Learner–LLM Educational Dialogues
ISBN-13: 978-3-031-99261-2
DOI: 10.1007/978-3-031-99261-2_42
Publisher version: https://doi.org/10.1007/978-3-031-99261-2_42
Language: English
Additional information: This version is the author-accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions.
Keywords: LLMs, Dialogue Analysis, Pedagogical Strategies
UCL classification: UCL
UCL > Provost and Vice Provost Offices > School of Education
UCL > Provost and Vice Provost Offices > School of Education > UCL Institute of Education
UCL > Provost and Vice Provost Offices > School of Education > UCL Institute of Education > IOE - Culture, Communication and Media
URI: https://discovery.ucl.ac.uk/id/eprint/10212345
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