It addresses the high query requirements of existing methods by reducing problem dimensionality and using "intrinsic-dimensional gradient clipping."

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

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a niche field, some reviewers found it difficult to judge exactly how "new" the method was compared to the very latest unpublished research.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

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.

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It addresses the high query requirements of existing methods by reducing problem dimensionality and using "intrinsic-dimensional gradient clipping."

Reviewers from the research community have shared their direct impressions of the work: 27cc3576a6f149e95cf68afc3e25cd6c.zip

While the reviews were generally positive, experts noted a few areas for improvement: It addresses the high query requirements of existing

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a niche field, some reviewers found it difficult to judge exactly how "new" the method was compared to the very latest unpublished research.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 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.

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