ResearchBenchmarksFunction-level smart contract vulnerability detection on DeFiHacksFunction-level smart contract vulnerability detection on DeFiHacksFollow66True Positives (TP)LogicScan-1.615.9533.551.05Feb 3, 2026Evaluation resultsMethodMethodLinksTrue Positives (TP)False Positives (FP)False Negatives (FN)PrecisionRecallF1-scoreLogicScan2026.026619477.694.385.2LLM-Only2026.02431922718.361.428.2GPTScan2026.0216144453.326.735.6ZepScope2026.024217661.85.72.7Slither2026.021285690.31.40.5