27cc3576a6f149e95cf68afc3e25cd6c.zip

The community recognized the extensive evaluations showcasing superior accuracy and query efficiency over 13+ tasks.

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. 27cc3576a6f149e95cf68afc3e25cd6c.zip

While the reviews were generally positive, experts noted a few areas for improvement: including detailed ablation studies.

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 27cc3576a6f149e95cf68afc3e25cd6c.zip

Reviewers pointed out that the soft prompt reparameterization design choices were thoroughly tested, including detailed ablation studies.