VERA-8B Audit Risk Reasoning System
VERA-8B: Evidence-Grounded Audit Risk Reasoning from SEC Filings
For auditors and financial professionals, VERA-8B provides evidence-grounded reasoning that surpasses standard financial language models in identifying audit risks before enforcement actions.
VERA-8B is a new end-to-end audit reasoning system that identifies audit risks before enforcement actions occur.
It unifies SFT and GRPO for evidence-grounded audit reasoning under one evidence standard, surpassing all evaluated baselines.
The model includes abstention and uncertainty qualification to handle cases with incomplete evidence.An AuditBridge component transforms raw filings into verified records and reviewer-ready reports.
VERA-8B: Evidence-Grounded Audit Risk Reasoning from SEC Filings
Across audit applications, judgments must be supported by reasonable evidence. However, standard financial language models prioritize fluency over evidence. They are built for general financial reasoning and may produce plausible but ambiguous answers, creating a grounding gap that makes them unsuitable for audit work. We address this gap with VERA-8B, a new end-to-end audit reasoning system that identifies audit risks before enforcement actions occur. Constructing such a model raises several challenges, as no prior machine learning work targets pre-enforcement audit prediction. To our knowledge, we are the first to unify SFT and GRPO for evidence-grounded audit reasoning under one evidence standard, achieving performance that surpasses all evaluated baselines. Because auditing cannot tolerate unsupported claims, we introduce abstention and uncertainty qualification to defer uncertain or evidence-incomplete cases. Finally, we design an AuditBridge to ground model reasoning for practical audit work. It transforms raw filings into verified records and then into reviewer-ready reports, bridging finance and computation with broad generality. Together, these components produce auditable, review-ready outputs suitable for practical audit work.
This report is categorized under AITOP's "Papers" desk. Key entities and technical topics under continuous tracking include VERA-8B, audit reasoning, SEC filings, financial models.
Source attribution: curated from arXiv cs.AI (@Menghan Liu, Elynn Chen).