Mathemyths: Leveraging Large Language Models to Teach Mathematical Language through Child-AI Co-Creative Storytelling
Mathemyths: использование больших языковых моделей для обучения математическому языку посредством совместного творчества детей и искусственного интеллекта при создании историй
2024-05-11
SCID: 54.1/9n5y5cv4
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child-AI co-creative storytellingeducational conversational agentslarge language modelsmathematical language learningprompt engineering
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Abstract (AI)
Mathematical language is a cornerstone of a child’s mathematical development, and children can effectively acquire this language through storytelling with a knowledgeable and engaging partner. In this study, we leverage the recent advances in large language models to conduct free-form, creative conversations with children. Consequently, we developed Mathemyths, a joint storytelling agent that takes turns co-creating stories with children while integrating mathematical terms into the evolving narrative. This paper details our development process, illustrating how prompt-engineering can optimize LLMs for educational contexts. Through a user study involving 35 children aged 4-8 years, our results suggest that when children interacted with Mathemyths, their learning of mathematical language was comparable to those who co-created stories with a human partner. However, we observed differences in how children engaged with co-creation partners of different natures. Overall, we believe that LLM applications, like Mathemyths, offer children a unique conversational experience pertaining to focused learning objectives.
Key Findings
1
Children engaged differently with AI and human co-creation partners, indicating that partner nature influences storytelling interaction.
2
In a user study with 35 children aged 4–8, mathematical-language learning with Mathemyths was comparable to learning through co-creative storytelling with a human partner.
3
LLM-based storytelling applications can provide children with distinctive conversational experiences tailored to specific learning objectives.
4
Mathemyths is a joint storytelling agent that co-creates free-form narratives with children while integrating mathematical terminology.
5
Prompt engineering was used to optimize a large language model for child-oriented educational storytelling and focused mathematical-language learning.
Research Object
Mathemyths joint storytelling agent (LLM-based child–AI co-creative storytelling system)
Research Subject
Children’s acquisition of mathematical language and their co-creative engagement during child–AI storytelling
Publication Details
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2024-05-11
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