Not Just What's There: Enabling CLIP to Comprehend Negated Visual Descriptions Without Fine-Tuning

Junhao Xiao, Zhiyu Wu, Hao Lin, Yi Chen, Yahui Liu, Xiaoran Zhao, Zixu Wang, Zejiang He. Not Just What's There: Enabling CLIP to Comprehend Negated Visual Descriptions Without Fine-Tuning. In Sven Koenig, Chad Jenkins, Matthew E. Taylor, editors, Fortieth AAAI Conference on Artificial Intelligence, Thirty-Eighth Conference on Innovative Applications of Artificial Intelligence, Sixteenth Symposium on Educational Advances in Artificial Intelligence, AAAI 2026, Singapore, January 20-27, 2026. pages 10978-10986, AAAI Press, 2026. [doi]

Abstract

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