Reviewers from the research community have shared their direct impressions of the work:
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 highlighted that the paper's design choices, specifically "feature sharing," were well-motivated and helped the model stay expressive despite the simplifications. Critical Perspectives Reviewers from the research community have shared their
Reviewers pointed out that the soft prompt reparameterization design choices were thoroughly tested, including detailed ablation studies. specifically "feature sharing
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The community recognized the extensive evaluations showcasing superior accuracy and query efficiency over 13+ tasks.