Workshop on Statistical Frontiers in LLMs and Foundation Models

Statistics has historically been the tool of choice for understanding and mitigating the operational risks of engineering deployments.

We need new statistical tools for the era of black-box models where the standard statistical ideas don't apply.

Does your work intersect with any of the following topics as they relate to LLMs and foundation models?

• Benchmarks

• Measuring and correcting bias

• Automatic evaluation

• Watermarking

• Conformal prediction and other black-box uncertainty quantification techniques

• Privacy

• Auditing, safety, and risk analysis

If so, then this workshop is for you! See the Call for Papers for more details and submission instructions.

This workshop is an inclusive, beginner-friendly introduction to these topics.  We encourage everybody to submit a paper.  Spotlight talks and posters presentations will be selected from the submissions.