Manqing Wang

Constraint-Guided LLM-GNN Framework for Anomalous Journal Entry Detection in Auditing

Journal Entry Testing (JET) is a fundamental audit procedure to identify any potential misstatements, fraud, and management override of controls. Traditional rule-based JET methods suffer from high false positive rates and limited ability to detect complex anomaly patterns. Recent work has shown that large language mod...