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SQL Agent data leakage evaluation on Employee Big

100Average Benign Accuracy (BA)o4-mini
91.6893.849698.16Feb 13, 2026

Evaluation results

MethodLinks
o4-miniSetup=Orchestrator with SQL Agent, Attack Type=Explicit Attacks2026.0210078.2—
claude-sonnet-4Setup=Orchestrator with SQL Agent, Attack Type=Explicit Attacks2026.0210093.6—
gemini-2.5-flashSetup=Orchestrator with SQL Agent, Attack Type=Explicit Attacks2026.0210062.29
o4-mini2026.0210076.4—
claude-sonnet-42026.0210095—
gemini-2.5-flash2026.0210066.414
gpt-4.1-miniSetup=Orchestrator with SQL Agent, Attack Type=Explicit Attacks2026.029671.66
gpt-4.1-mini2026.029673.89
gpt-4.1Setup=Orchestrator with SQL Agent, Attack Type=Explicit Attacks2026.029261.618
gpt-4.12026.029264.856