Efficient Model Finetuning for Text Classification via Data Filtering. - Xu Ouyang; Shahina Mohd Azam Ansari; Felix Xiaozhu Lin; Yangfeng Ji (CoRR, 2022)

Efficient NLP Model Finetuning via Multistage Data Filtering. - Xu Ouyang; Shahina Mohd Azam Ansari; Felix Xiaozhu Lin; Yangfeng Ji (IJCAI, 2023)

MisstepMath: A Diverse Student Mistake Dataset for AI in Mathematics Teacher Training. - Shahina Mohd Azam Ansari; James P. Bywater; Sarah Lilly; Donald E. Brown; Jennifer L. Chiu (AIED (1), 2025)