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Isaac Gibbs

2 accepted papers

2024

Large language model validity via enhanced conformal prediction methods

NeurIPS 2024poster

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 subset of the text that satisfies a high-probability guarantee of correctness. These methods work by filtering claims fro…