ResearchBenchmarksFunction-level smart contract vulnerability detection on DeFiHacks, Top200, and Web3Bugs OverallFunction-level smart contract vulnerability detection on DeFiHacks, Top200, and Web3Bugs OverallFollow177TPLogicScan-6.0441.4889136.52Feb 3, 2026Evaluation resultsMethodMethodLinksTPFPFNPrecisionRecallF1-scoreLogicScan2026.02177752770.286.877.7LLM-Only2026.02954239118.351.126.9GPTScan2026.02403215455.620.630.1ZepScope2026.02548019912.51.4Slither2026.0216262030.20.50.2