AuditFraudBench is a new enforcement-grounded benchmark with three tasks for testing whether LLMs can detect fraudulent misstatements by reasoning over financial figures, disclosure framing, and known manipulation patterns.
Finben: A holistic finan- cial benchmark for large language models
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Herculean benchmark shows frontier agents handle trading and market insights better than hedging and auditing workflows that demand state consistency and structured verification.
citing papers explorer
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AuditFraudBench: Benchmarking Audit Judgment in Detecting Fraudulent Misstatements
AuditFraudBench is a new enforcement-grounded benchmark with three tasks for testing whether LLMs can detect fraudulent misstatements by reasoning over financial figures, disclosure framing, and known manipulation patterns.
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Herculean: An Agentic Benchmark for Financial Intelligence
Herculean benchmark shows frontier agents handle trading and market insights better than hedging and auditing workflows that demand state consistency and structured verification.