KAFA: Rethinking Image Ad Understanding with Knowledge-Augmented Feature Adaptation of Vision-Language Models Zhiwei Jia author Pradyumna Narayana author Arjun Akula author Garima Pruthi author Hao Su author Sugato Basu author Varun Jampani author 2023-07 text Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 5: Industry Track) Sunayana Sitaram editor Beata Beigman Klebanov editor Jason D Williams editor Association for Computational Linguistics Toronto, Canada conference publication jia-etal-2023-kafa 10.18653/v1/2023.acl-industry.74 https://aclanthology.org/2023.acl-industry.74/ 2023-07 772 785