Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2609.25959.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Paper introduces C-MoA, an agreement-based conformal filter that converts inter-agent semantic support into a claim-level nonconformity score, raising retained-claim precision on long-form generation from 0.41 to 0.75 and transferring across domains. CONTRA-MoA adds a blinded near-miss tournament, leave-one-agent-out stability, and availability-aware fusion, halving false medical claims at 0.940 precision when the verifier has domain knowledge.

Gives concrete numbers and a deployable gating method for multi-agent factuality, and is unusually explicit about where consensus-only signals fail.

Cited by

No citations on record.