SecLog-Bench: A Scalable Benchmark for Cybersecurity Log Reasoning with Scaffolded Evidence

Large language models LLMs have shown strong potential for cybersecurity, leading to growing interest in LLM-based automated cybersecurity log analysis. However, current datasets 1 are limited in scale; 2 rely mainly on single-source evidence; and 3 have only binary or multi-class attack labels,...