CLAIR-Fin is a nine-agent framework for faithful, cited QA over long multimodal financial documents where prose, tables, and charts disagree. It splits each question into typed claims in a Financial Claim Ledger, weights evidence by claim type, checks grounding mid-pipeline, and routes contested claims to adversarial debate before a final audit.
retrieval-augmented-generation multi-agent-debate hallucination-mitigation cross-modal-financial-qa claim-level-verification modality-aware-evidence selective-abstention
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Updated
Sep 7, 2026 - Python