Using Cleanlab Studio to Audit Public Datasets

The Cleanlab Studio Audit uses AI to auto-detect problems in a given dataset. Like a PSA, the CSA is a recurring series to inform the community about issues in popular datasets — all automatically found and corrected with Cleanlab Studio.

Cleanlab Studio can just as easily help you improve your own image, text, or tabular/CSV/Excel dataset. Try it now!

If you find interesting issues in any dataset, they can be featured here! Just fill out this form.

Whisking Away Errors: How Cleanlab Studio Served Up Fixes for the Food-101N Computer Vision Dataset

The Cleanlab Studio Audit uses AI to auto-detect problems in given data. Here we report issues found in the Food-101N image classification dataset, which can impair downstream modeling efforts and business analytics.

The Fashion MNIST Dataset (cited in 2,200+ papers) contains Hundreds of Miscategorized Items

The Cleanlab Studio Audit uses AI to auto-detect problems in given data. Here we report issues found in the famous Fashion MNIST image classification dataset, which can impair product identification and other business intelligence efforts.

The Stanford Cars Dataset aka Cars196 (cited in 1000+ papers) contains many Fine-Grained Errors

The Cleanlab Studio Audit uses AI to auto-detect problems in given data. Here we report issues found in the Stanford Cars196 image classification dataset, which can impair product categorization, product identification, and other business intelligence efforts.

The Office-Home Dataset (cited by 600+ papers) contains hundreds of incorrect labels and outliers.

The Cleanlab Studio Audit uses AI to auto-detect problems in given data -- here we report findings for the Office-Home image classification dataset.

Use Cleanlab to Improve LLMs: Find Errors in Human Feedback in the Anthropic RLHF Dataset

The Cleanlab Studio Audit uses AI to auto-detect problems in given data -- here we report findings for a popular Reinforcement Learning from Human Feedback dataset.

View more errors detected with Cleanlab in famous ML benchmark datasets at labelerrors.com

Get started today

Try Cleanlab Studio for free and automatically improve your dataset — no code required.

Try for freeContact sales

More resources

Explore applications of Cleanlab Studio via blogs, tutorials, videos, and read the research that powers this next-generation platform.

Join us on Slack

Join the Cleanlab Community to ask questions and see how scientists and engineers are practicing Data-Centric AI.