Dimensions overall score 8.0

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• GONDAR discovers four times more vulnerabilities than Jazzer, the state-of-the-art Java fuzzer, on real-world Java benchmarks.result 90%
• GONDAR is a sink-centric fuzzing framework that systematically leverages sink API semantics for targeted vulnerability discovery.method 95%
• GONDAR identifies reachable and exploitable sink call sites through CWE-specific scanning combined with LLM-assisted static filtering.technical 85%
• GONDAR's performance depends on the accuracy of LLMs' semantic reasoning, which is a limitation.limitation 90%
• GONDAR demonstrated strong performance in the DARPA AI Cyber Challenge.result 85%
• GONDAR is integrated into OSS-CRS, a sandbox project in The Linux Foundation's OpenSSF.market 90%
• GONDAR uses two specialized agents that work collaboratively with a coverage-guided fuzzer: an exploration agent and an exploitation agent.method 85%
• GONDAR has potential high computational demand for large-scale vulnerability discovery.limitation 80%

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