This paper introduces a method called designed to improve how we tune large "black-box" models (like CLIP) when we don't have access to their internal code or gradients. Performance and Efficiency
Reviewers pointed out that the soft prompt reparameterization design choices were thoroughly tested, including detailed ablation studies. 27cc3576a6f149e95cf68afc3e25cd6c.zip
The primary consensus among reviewers is that ZIP significantly reduces the "query cost"—the number of times you have to ask the model for a result—while maintaining or improving accuracy. This paper introduces a method called designed to
While the reviews were generally positive, experts noted a few areas for improvement: 27cc3576a6f149e95cf68afc3e25cd6c.zip
Because black-box prompt tuning is a niche field, some reviewers found it difficult to judge exactly how "new" the method was compared to the very latest unpublished research. Community Feedback
This paper introduces a method called designed to improve how we tune large "black-box" models (like CLIP) when we don't have access to their internal code or gradients. Performance and Efficiency
Reviewers pointed out that the soft prompt reparameterization design choices were thoroughly tested, including detailed ablation studies.
The primary consensus among reviewers is that ZIP significantly reduces the "query cost"—the number of times you have to ask the model for a result—while maintaining or improving accuracy.
While the reviews were generally positive, experts noted a few areas for improvement:
Because black-box prompt tuning is a niche field, some reviewers found it difficult to judge exactly how "new" the method was compared to the very latest unpublished research. Community Feedback