We propose a test-time detoxification framework that models toxicity transitions within the latent representation space to enable stable and precise representation editing guidance.

This paper introduces MigGPT, a novel framework that leverages large language models and a code fingerprint structure to automate the migration and maintenance of out-of-tree Linux kernel patches.