eCeLLM: Generalizing Large Language Models for E-commerce from Large-scale, High-quality Instruction Data. - Bo Peng 009; Xinyi Ling; Ziru Chen; Huan Sun 001; Xia Ning (ICML, 2024)

Captions Speak Louder than Images (CASLIE): Generalizing Foundation Models for E-commerce from High-quality Multimodal Instruction Data. - Xinyi Ling; Bo Peng; Hanwen Du; Zhihui Zhu; Xia Ning (CoRR, 2024)

EcomMMMU: Strategic Utilization of Visuals for Robust Multimodal E-Commerce Models. - Xinyi Ling; Hanwen Du; Zhihui Zhu; Xia Ning (CoRR, 2025)