Large language model validity via enhanced conformal prediction methods

John J. Cherian, Isaac Gibbs, Emmanuel J. Candès

We develop new conformal inference methods for obtaining validity guarantees on the output of large language models (LLMs). Prior work in conformal language modeling identifies a s…