Researchers propose agentic retrieval for financial documents over traditiona...

Audit Framework Reveals AI Evidence Decay in Accounting Research

HQ arXiv: AI + Accounting arXiv · 27d ago · 1 min read

Researcher audits 40 empirical records on generative AI in accounting, finding that model obsolescence and publication lag create systematic validity gaps—proposing a claim-currency framework to as...

Study reveals LLM agent credit signals fail to identify causally important steps

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

Research auditing step-level credit assignment in LLM agents finds that LLM-judge scores, logprob ratios, and confidence signals fail to identify which steps actually matter better than chance when...

FinRCA-Bench tests LLM reasoning on financial reconciliation tasks

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

New benchmark evaluates how well LLMs retrieve evidence across invoices, POs, and ledgers for financial root-cause analysis—separating true reasoning from document access.

Researchers propose LEDGER framework to audit LLM agent workflows

HQ arXiv: AI + Accounting arXiv · 5d ago · 1 min read

LEDGER introduces claim-to-evidence trace graphs to make LLM agent outputs auditable, addressing the challenge of verifying correctness in autonomous workflows that execute code, edit files, and ge...

Study audits self-evolving financial agents for security drift and capability...