Knowledge graph system makes equity analyst queries auditable and reproducible

FinRank benchmark tests AI accuracy on SEC filing questions

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

New research introduces FinRank, a benchmark for evaluating AI systems on financial question answering over SEC filings, focusing on evidence provenance rather than answer correctness alone.

AI-Generated Argument Graphs Enable Audit-Ready Compliance Documentation

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

Researcher proposes using generative AI to automatically construct formal, evidence-linked argument graphs for regulatory compliance and certification audits, addressing traceability and accountabi...

Researchers audit LLM consistency on real venture-financing documents

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

Probity benchmark reveals LLMs give inconsistent answers on identical accounting queries 60+ times; researchers identify systematic defect where evidence is hidden from model's visible context window.

FinRAG-QA benchmark dataset tackles automated financial statement analysis

HQ arXiv: AI + Accounting arXiv · 7d ago · 1 min read

Researchers release FinRAG-QA, a 999-question benchmark dataset for AI systems to answer questions about banks' financial statements, addressing the complexity of comparative analysis across jurisd...

Researchers propose trace integrity framework for auditable LLM data agents

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

Academic paper introduces Trace Integrity criterion for LLM data agents in structured-data tasks, enabling auditable reasoning paths critical for accounting compliance and financial systems.