Towards Mitigating Fabricated Consensus: The Active Provenance Gate for Multi-Agent Debate Synthesis
3.40T1 sourcearXiv cs.MA
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2609.31422.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryThe paper studies fabricated consensus in multi-agent debate (MAD) systems, where summarization models produce smooth but unsupported claims. It introduces the Active Provenance Gate (APG), a post-debate verification layer that audits claims against debate logs, applies self-correction, and blocks unsupported outputs while signalling divergence.
Why it mattersAddresses a concrete failure mode in multi-agent pipelines with empirical results and a human study; relevant to anyone designing debate or consensus architectures.
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