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.

The community recognized the extensive evaluations showcasing superior accuracy and query efficiency over 13+ tasks. 27cc3576a6f149e95cf68afc3e25cd6c.zip

Evaluators noted superior accuracy across 13+ different tasks and strong performance in "few-shot" settings (learning from very little data). The primary consensus among reviewers is that ZIP

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

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

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

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