MoCA-Agent uses market-of-claims to boost financial reasoning accuracy
Claim-level verification beats multi-agent debate in numerical QA tasks
Deep Dive
MoCA-Agent is a market-of-claims code agent that replaces free-form multi-agent debate with claim-level verification. It decomposes questions into atomic claims
Key Points
- MoCA-Agent uses a market-of-claims mechanism where trader agents buy/sell atomic claims instead of debating full answers
- Achieves 78.3% on FinQA, 76.0% on FinanceMath, and 85.6% on FinChart-Bench using a fixed Qwen3.6-27B backbone
- Includes a code-aware verifier that checks synthesized Python programs for execution, structure, and financial reasoning errors
Why It Matters
Claim-level verification makes numerical AI more robust for financial analysis, auditing, and compliance tasks.