R2Vul - Data and Models
Authors/Creators
Description
This Zenodo repository contains the datasets and models for our paper "R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation".
1. Datasets
raw_dataset.json - the raw dataset mined from NVD.
r2vul_dataset.zip - the dataset used for fine-tuning and testing.
realworld_dedup.zip - the external, manually annotated Java dataset (RQ2).
2. Models and Checkpoints
cls.zip - includes all models checkpoints fine-tuned using CLS.
sft.zip - includes all models checkpoints fine-tuned using SFT.
orpo.zip - includes all models checkpoints fine-tuned using ORPO (R2Vul).
MSIVD.zip - downloaded from https://zenodo.org/records/11403208 (codellama-13b - bigvul_expl).
VulLLM.zip - downloaded from https://zenodo.org/records/10677069 (codellama-13b-multi-r16-2048).
Files
cls.zip
Files
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