VERA-8B: Evidence-Grounded Audit Risk Reasoning from SEC Filings

Menghan Liu, Elynn Chen

Across audit applications, judgments must be supported by reasonable evidence. However, standard financial language models prioritize fluency over evidence. They are built for gene…