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Adversarial detection on Expanded benchmark Total

90Caught CountTheoria
78.5681.5384.587.47Jul 1, 2026

Evaluation results

MethodLinks
TheoriaModel=GPT-5.5, Web search=Enabled, Evaluation protocol=Structured (step-level typed judges with BEFORE→AFTER diffs)2026.079094.7
Holistic judgeModel=GPT-5.5, Web search=Enabled, Evaluation protocol=Holistic (single-call global assessment)2026.077983.2