UT Vulnerability Detection on Vyper DVy-2
12FPRSol2Vy
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Sol2VyMethod Category=Our Approach2026.03 | 12 | 17 | |
| Vyper-trained Classification NetworkMethod Category=Deep Learning-based, Evaluation Setting=Train & Test on Vyper2026.03 | 26 | 32 | |
| CodeT5+Method Category=Deep Learning-based, Evaluation Setting=Train & Test on Vyper2026.03 | 30 | 36 | |
| GraphCodeBERTMethod Category=Deep Learning-based, Evaluation Setting=Train & Test on Vyper2026.03 | 33 | 39 | |
| Qwen-Coder-7bMethod Category=LLM-based Methods, Evaluation Setting=Direct Prompting2026.03 | 38 | 49 | |
| GPT-4.1Method Category=LLM-based Methods, Evaluation Setting=Direct Prompting2026.03 | 40 | 50 | |
| MythrilMethod Category=Program Analysis-based2026.03 | 42 | 48 | |
| CodeLlama-7bMethod Category=LLM-based Methods, Evaluation Setting=Direct Prompting2026.03 | 43 | 53 | |
| SlitherMethod Category=Program Analysis-based2026.03 | 45 | 52 | |
| Sol2Vy w/o freezingMethod Category=Joint Training Baseline2026.03 | 47 | 56 |