Euraika/

VulnLLM-R-Interprocedural-Ceiling

Technical report — independent replication & boundary analysis (draft). This repository is a response to Nie et al., VulnLLM-R: Specialized Reasoning LLM with Agent Scaffold for Vulnerability Detection (arXiv:2512.07533, 2025). It reproduces that paper's in-distribution result and then delimits where single-function vulnerability detection meets an informational ceiling on out-of-distribution, paired data. Model under study: Euraika/VulnLLM-R-7B-GGUF · Benchmark: PrimeVul. Every empirical… See the full description on the dataset page: https://huggingface.co/datasets/Euraika/VulnLLM-R-Interprocedural-Ceiling.