arXiv CS
open access
FINSKILLOPS: A Self-Evolving Multi-Agent System for SEC Filing QA
Financial QA systems are typically improved before deployment through better retrieval, prompting, or agent coordination, leaving their reliability behavior fixed thereafter. In practice, new SEC-filing questions repeatedly expose heterogeneous errors in period, entity, evidence use, and calculation
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