LLM audit pipeline study reveals label agreement metrics hide authorization f...

LLMs struggle to determine which financial rules they can verify autonomously

arXiv: AI + Accounting arXiv · 3d ago · 1 min read

Research shows LLMs cannot reliably decide which verification rules require human oversight vs. automated checking in regulated domains like finance, complicating agent deployment in accounting and...

AI agents fail consistency tests crucial for audit, study finds

HQ arXiv: AI + Accounting arXiv · 15d ago · 1 min read

Research shows AI agents return inconsistent answers 38-74% of the time on repeated tasks—a critical failure for audit and compliance. Researchers propose "skill habit formation" to improve reliabi...

AI agents reverse-engineer business rules from legacy enterprise code

HQ arXiv: AI + Accounting arXiv · 18d ago · 1 min read

Researchers propose an agentic framework that autonomously generates Business Requirements Documents by reverse-engineering source code and configuration files, reducing manual work during system m...

Process Mining Agents Bridge Event Logs to Governed Business Actions

HQ arXiv: AI + Accounting arXiv · 29d ago · 1 min read

Researchers propose event-to-action process mining framework enabling AI agents to evaluate proposed actions against organizational controls, risk, and authority—extending traditional process minin...

Benchmark reveals agentic AI models fail repeatedly at accounting tasks

HQ arXiv: AI + Accounting arXiv · 1mo ago · 1 min read

AgentRelBench, a new reliability framework, tested nine LLM models on accounting operations and found systematic failures in irreversible tasks—exposing that single-run audits miss critical agent d...