Fine-Tuning Large Language Models for Codebook-Guided Coding of Students' Mathematics Metaphor Responses

Liang Zhang, Stephen Hwang, Yue Ma +1

Student-generated metaphors about mathematics can provide insights into students' attitudes, beliefs, identities, and experiences, but expert human assessment through thematic codi…