FinancialAuditBench: Benchmark Construction under Differential Privacy Using Real-World Priors

arXiv:2609.32835 · cs.AI · Submitted 2026-09-26 · Read on arXiv

cs.AI

Submitted: 2026-09-26

Updated: 2026-09-26

Code: https://github.com/modus-audit/financial-audit-bench

Terminology

• Benchmark — 42× in this paper · explained in 2 episodes
• Differentially Private — 14× in this paper · explained in 3 episodes
• Differential Privacy — 12× in this paper · explained in 4 episodes
• Accuracy — 6× in this paper · explained in 1 episode
• AI Agents — 4× in this paper · explained in 2 episodes
• Graph Construction — 4× in this paper · explained in 3 episodes
• Core — 3× in this paper · explained in 2 episodes
• Foundation Model — 3× in this paper · explained in 3 episodes
• APEX — 2× in this paper · explained in 1 episode
• Agent Harness — 2× in this paper · explained in 2 episodes
• Benchmarking — 2× in this paper · explained in 3 episodes
• Generative AI — 2× in this paper · explained in 2 episodes
• In-Context Learning — 2× in this paper · explained in 4 episodes
• Resource Constraints — 2× in this paper · explained in 3 episodes
• Synthetic Data Generation — 2× in this paper · explained in 5 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Agentic Evaluation — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Amortization — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Diffusion Model — 1× in this paper · explained in 8 episodes
• Diffusion Models — 1× in this paper · explained in 6 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Reasoning Traces — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• APEX-Accounting
• Universally Utility-Maximizing Privacy Mechanisms
• Differentially Private Quantiles
• FinanceBench: A New Benchmark for Financial Question Answering
• FinMaster: A Holistic Benchmark for Mastering Full-Pipeline Financial Workflows with LLMs
• AuditFraudBench: Benchmarking Audit Judgment in Detecting Fraudulent Misstatements
• SpreadsheetBench: Towards Challenging Real World Spreadsheet Manipulation
• AIM: An Adaptive and Iterative Mechanism for Differentially Private Synthetic Data
• BigFinanceBench: A Workflow-Grounded Benchmark for Financial-Research Agents
• $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains
• MBABench: Evaluating LLM Agents on End-to-End Spreadsheet Tasks in Finance

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