2025
Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories
ACL 2025long
Large Language Models (LLMs) have shown promise in software vulnerability detection, particularly on function-level benchmarks like Devign and BigVul. However, real-world detection requires interprocedural analysis, as vulnerabilities often emerge through multi-hop function calls rather than isolate…