TY - GEN
T1 - Enhancing Solution Diversity in Arithmetic Problems using Fine-Tuned AI Language Model
AU - Lee, Chang Yu
AU - Lai, I. Wei
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - After the emergence of large language models (LLMs), numerous studies have incorporated LLM into educational contexts. Nevertheless, due to the suboptimal performance of LLM in mathematical computations, the application of math education with the aid of LLM is limited. Meanwhile, as the educational experts indicate that, the students can learn better if diverse solutions are provided. Thus, we propose a methodology that simplifies the LLM to learn through instructional abstraction. By adopting this methodology, the solution diversity is greatly, automatically, and most importantly, accurately generated.
AB - After the emergence of large language models (LLMs), numerous studies have incorporated LLM into educational contexts. Nevertheless, due to the suboptimal performance of LLM in mathematical computations, the application of math education with the aid of LLM is limited. Meanwhile, as the educational experts indicate that, the students can learn better if diverse solutions are provided. Thus, we propose a methodology that simplifies the LLM to learn through instructional abstraction. By adopting this methodology, the solution diversity is greatly, automatically, and most importantly, accurately generated.
KW - large language model
KW - Llama
KW - math calculation
KW - math education
KW - mathematical mindest
KW - nature language process
KW - number talks
UR - http://www.scopus.com/inward/record.url?scp=85205797667&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85205797667&partnerID=8YFLogxK
U2 - 10.1109/ICCE-Taiwan62264.2024.10674425
DO - 10.1109/ICCE-Taiwan62264.2024.10674425
M3 - Conference contribution
AN - SCOPUS:85205797667
T3 - 11th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2024
SP - 515
EP - 516
BT - 11th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2024
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 11th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2024
Y2 - 9 July 2024 through 11 July 2024
ER -