Code Completion on MBPP+ (Pass@1)
65.6Pass@1PrivCode
Evaluation results
| Method | Links | |
|---|---|---|
| PrivCodeBackbone=Qwen2.5-Coder-7B, Privacy Epsilon=42025.12 | 65.6 | |
| NonDPFTBackbone=Qwen2.5-Coder-7B, Privacy Epsilon=None2025.12 | 62.7 | |
| PrivCodeBackbone=CodeQwen1.5-7B, Privacy Epsilon=42025.12 | 61.4 | |
| NonDPFTBackbone=CodeQwen1.5-7B, Privacy Epsilon=None2025.12 | 60.6 | |
| NonDPFTBackbone=DS-Coder-6.7B, Privacy Epsilon=None2025.12 | 60.1 | |
| DeepSeekCoder-33Bdecoding=greedy2024.02 | 59.1 | |
| PrivCodeBackbone=DS-Coder-6.7B, Privacy Epsilon=42025.12 | 58.2 | |
| JFTBackbone=CodeQwen1.5-7B, Privacy Epsilon=42025.12 | 56.9 | |
| DeepSeekCoder-6.7Bdecoding=greedy2024.02 | 56.6 | |
| DP-AdapterBackbone=CodeQwen1.5-7B, Privacy Epsilon=42025.12 | 56.1 | |
| DPFTBackbone=DS-Coder-6.7B, Privacy Epsilon=42025.12 | 54.8 | |
| DPFTBackbone=CodeQwen1.5-7B, Privacy Epsilon=42025.12 | 54.5 | |
| DP-AdapterBackbone=DS-Coder-6.7B, Privacy Epsilon=42025.12 | 54.1 | |
| JFTBackbone=Qwen2.5-Coder-7B, Privacy Epsilon=42025.12 | 54.1 | |
| PrivCodeBackbone=CodeGemma-7B, Privacy Epsilon=42025.12 | 53.7 | |
| StarCoder2-15Bdecoding=greedy2024.02 | 53.1 | |
| JFTBackbone=DS-Coder-6.7B, Privacy Epsilon=42025.12 | 52.9 | |
| CodeLlama-13Bdecoding=greedy2024.02 | 52.4 | |
| CodeLlama-34Bdecoding=greedy2024.02 | 52.4 | |
| NonDPFTBackbone=CodeGemma-7B, Privacy Epsilon=None2025.12 | 50.3 | |
| DP-AdapterBackbone=Qwen2.5-Coder-7B, Privacy Epsilon=42025.12 | 49.5 | |
| StarCoder2-3Bdecoding=greedy2024.02 | 47.4 | |
| DeepSeekCoder-1.3Bdecoding=greedy2024.02 | 46.9 | |
| DPFTBackbone=Qwen2.5-Coder-7B, Privacy Epsilon=42025.12 | 46.8 | |
| JFTBackbone=CodeGemma-7B, Privacy Epsilon=42025.12 | 46.6 | |
| StarCoder2-7Bdecoding=greedy2024.02 | 45.6 | |
| StarCoderBase-15Bdecoding=greedy2024.02 | 43.6 | |
| StableCode-3Bdecoding=greedy2024.02 | 43.1 | |
| CodeLlama-7Bdecoding=greedy2024.02 | 41.6 | |
| DP-AdapterBackbone=CodeGemma-7B, Privacy Epsilon=42025.12 | 40.1 | |
| StarCoderBase-7Bdecoding=greedy2024.02 | 39.6 | |
| DPFTBackbone=CodeGemma-7B, Privacy Epsilon=42025.12 | 36.2 | |
| StarCoderBase-3Bdecoding=greedy2024.02 | 35.8 |