27cc3576a6f149e95cf68afc3e25cd6c.zip

While the reviews were generally positive, experts noted a few areas for improvement:

Reviewers generally agreed that the method offers superior accuracy and efficiency across multiple tasks, supported by thorough ablation studies on design choices. 27cc3576a6f149e95cf68afc3e25cd6c.zip

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 While the reviews were generally positive, experts noted

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

Reviewers from the research community have shared their direct impressions of the work: