Captions Speak Louder than Images: Generalizing Foundation Models for E-commerce from High-quality Multimodal Instruction Data

Xinyi Ling, Hanwen Du, Bo Peng 0009, Zhihui Zhu, Xia Ning. Captions Speak Louder than Images: Generalizing Foundation Models for E-commerce from High-quality Multimodal Instruction Data. In Kentaro Inui, Sakriani Sakti, Haofen Wang, Derek F. Wong, Pushpak Bhattacharyya, Biplab Banerjee, Asif Ekbal, Tanmoy Chakraborty 0002, Dhirendra Pratap Singh, editors, Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics, IJCNLP-AACL 2025, Mumbai, India, December 20-24, 2025. pages 743-768, The Asian Federation of Natural Language Processing and The Association for Computational Linguistics, 2025. [doi]