TNG-CLIP:Training-Time Negation Data Generation for Negation Awareness of CLIP

Yuliang Cai, Jesse Thomason, Mohammad Rostami

Vision-language models (VLMs), such as CLIP, have demonstrated strong performance across a range of downstream tasks. However, CLIP is still limited in negation understanding: the…