27cc3576a6f149e95cf68afc3e25cd6c.zip | ULTIMATE |

Evaluators noted superior accuracy across 13+ different tasks and strong performance in "few-shot" settings (learning from very little data).

While the reviews were generally positive, experts noted a few areas for improvement: 27cc3576a6f149e95cf68afc3e25cd6c.zip

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

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

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