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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FinReasoning is a hierarchical benchmark that decomposes LLM financial research capabilities into semantic consistency, data alignment, and deep insight, revealing model-type differences in auditing versus insight generation.
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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FinReasoning: A Hierarchical Benchmark for Reliable Financial Research Reporting
FinReasoning is a hierarchical benchmark that decomposes LLM financial research capabilities into semantic consistency, data alignment, and deep insight, revealing model-type differences in auditing versus insight generation.