Secure Code Generation on Primary Dataset
8Total Vulnerabilitiesgemini-2.5
Evaluation results
| Method | Links | |
|---|---|---|
| gemini-2.5Prompting Strategy=MA-CoT2026.05 | 8 | |
| claude-4.5Prompting Strategy=MA-CoT2026.05 | 14 | |
| gpt-5Prompting Strategy=MA-CoT2026.05 | 17 | |
| gpt-5Prompting Strategy=Vanilla2026.05 | 22 | |
| gemini-2.5Prompting Strategy=Vanilla2026.05 | 24 | |
| gemini-2.5Prompting Strategy=Chain-of-Thought2026.05 | 26 | |
| gpt-5Prompting Strategy=Zero-shot2026.05 | 28 | |
| gpt-5Prompting Strategy=Chain-of-Thought2026.05 | 29 | |
| gemini-2.5Prompting Strategy=Zero-shot2026.05 | 29 | |
| claude-4.5Prompting Strategy=Zero-shot2026.05 | 43 | |
| claude-4.5Prompting Strategy=Chain-of-Thought2026.05 | 43 | |
| claude-4.5Prompting Strategy=Vanilla2026.05 | 46 |