Story · Semantic Scholar
From Answers to Audit Opinions: Cost-Aware Expert Verification of Financial Artifacts from Tool-Using LLM Agents (Semantic Scholar)
paper · Story page
Audit-opinion labels and a certificate for what an agent produced
Appeared in
- Agent-written pull requests match human ones on revert rates, and fail differently
Sep 28, 2026 · quick links
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