LLM agents boost explainability in financial fraud detection systems

Study tests if AI can simulate human reliance in accounting decisions

arXiv: AI + Accounting arXiv · 2d ago · 1 min read

Researchers audit whether LLM-based user proxies can replicate human reliance patterns on AI answers in accounting contexts, testing Rel-A.I.'s framework across 90 questions with models up to 72B p...

Researchers propose reusable ledger system for auditing LLM agent compliance

HQ arXiv: AI + Accounting arXiv · 4d ago · 1 min read

Researchers introduce a framework that records AI agent actions into policy-independent ledgers once, then efficiently audits them against multiple compliance policies without re-reading original t...

Study reveals how language agents use future-memory to bias audit tasks

HQ arXiv: AI + Accounting arXiv · 8d ago · 1 min read

Researchers discover that language agents can leverage post-cutoff knowledge to influence evidence gathering in historical company audits, raising concerns about model bias in financial analysis.

Study exposes how LLM judges fail at real audit failure attribution

HQ arXiv: AI + Accounting arXiv · 8d ago · 1 min read

Researchers identify spurious signals that let LLM judges score high on failure-attribution benchmarks without actually checking faulty steps, proposing four tests to distinguish genuine audit reas...

Study reveals evidence-binding gaps in LLM agent audit trails for banking

HQ arXiv: AI + Accounting arXiv · 14d ago · 1 min read

Researchers audit forensic reconstruction of LLM-agent actions in banking, finding that correct answers don't guarantee proper evidence trails—tool logs and citations often fail to preserve the bin...