Jia-Wei Li

From Answers to Audit Opinions: Cost-Aware Expert Verification of Financial Artifacts from Tool-Using LLM Agents

Tool-using LLM agents increasingly produce financial artifacts such as ratio tables, evidence-backed memos, and spreadsheet-style analyses. Existing evaluations often reduce such outputs to binary correctness or faithfulness labels, overlooking whether the artifact has sufficient evidence, whether errors are material o...