AI-Generated Argument Graphs Enable Audit-Ready Compliance Documentation

Meta-benchmark framework maps 452 LLM tests to financial-services work tasks

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

Researcher proposes meta-benchmarking framework organizing 452 public LLM benchmarks into 41 work activities and 38 banking domains, showing that general-purpose leaderboards miss domain-specific d...

Stanford releases open SEC filings dataset for LLM pretraining

HQ arXiv: AI + Accounting arXiv · 20d ago · 1 min read

Stanford researchers publish SEFD, an open-source dataset reconstructing SEC EDGAR filings into layout-faithful MultiMarkdown to address scarcity of high-quality long-context training data for fina...

Researchers develop LoRA-MINT to audit training data in fine-tuned LLMs

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

New methodology LoRA-MINT enables auditing of training data membership in domain-adapted LLMs, addressing IP and data sensitivity concerns for accounting applications.

Explainable AI methods reshape accounting audit workflows

Trullion Blog blogscraper · 1mo ago · 1 min read

Trullion explores how explainable AI delivers traceable outputs and auditable decisions for accounting teams, addressing the black-box problem in financial AI systems.

Study exposes blind spots in LLM benchmark contamination detection