ResearchBenchmarksFunction-level smart contract vulnerability detection on Web3BugsFunction-level smart contract vulnerability detection on Web3BugsFollow111TPLogicScan-4.4425.5355.585.47Feb 3, 2026Evaluation resultsMethodMethodLinksTPFPFNPrecisionRecallF1-scoreLogicScan2026.02111562366.582.873.7LLM-Only2026.02522316418.444.826.1GPTScan2026.02241811057.117.927.3ZepScope2026.0212631330.40.70.5Slither2026.020341134000