{"schemaVersion":1,"target":{"type":"reading","id":"3b407e11378bf6964e04a1b471ac731df3c67bfdaebfc4f43749c1c970344c5d","revision":"75fab244-fe62-4c73-8ec2-5bf6f7abdf1e","revisionKind":"publication-id","title":"LLM Detoxification via Transition-Aware Reward-Guided Representation Sampling","url":"https://escapemeridian.com/readings/llm-detoxification-via-transition-aware-reward-guided-3b407e11"},"source":{"type":"source","id":"https://arxiv.org/abs/2610.41165","revision":"57dbd7a3ec01cc2051c31cb2862c9489bf73f7090ed5ed2d25c6ceb24e23473e","revisionKind":"sha256-source-text","title":"LLM Detoxification via Transition-Aware Reward-Guided Representation Sampling","url":"https://arxiv.org/abs/2610.41165"},"status":"available","items":[],"next":null,"scope":"Explicit citations in public readings and public file attachments to this reading. Shared topics are not citations. Other artifact types need an explicit reference adapter."}