Code Completion on HumanEval+
56.7Pass@1NonDPFT
Evaluation Results
| Method | Links | |
|---|---|---|
| NonDPFTBackbone=Qwen2.5-Coder-7B, Privacy Epsilon=None2025.12 | 56.7 | |
| NonDPFTBackbone=CodeQwen1.5-7B, Privacy Epsilon=None2025.12 | 53.7 | |
| DeepSeekCoder-33Bdecoding=greedy2024.02 | 46.3 | |
| NonDPFTBackbone=DS-Coder-6.7B, Privacy Epsilon=None2025.12 | 45.7 | |
| CodeLlama-34Bdecoding=greedy2024.02 | 44.3 | |
| PrivCodeBackbone=DS-Coder-6.7B, Privacy Epsilon=42025.12 | 43.3 | |
| JFTBackbone=DS-Coder-6.7B, Privacy Epsilon=42025.12 | 42.7 | |
| PrivCodeBackbone=CodeQwen1.5-7B, Privacy Epsilon=42025.12 | 41.5 | |
| DP-AdapterBackbone=DS-Coder-6.7B, Privacy Epsilon=42025.12 | 41.3 | |
| JFTBackbone=CodeQwen1.5-7B, Privacy Epsilon=42025.12 | 41.1 | |
| DP-AdapterBackbone=CodeQwen1.5-7B, Privacy Epsilon=42025.12 | 39.8 | |
| DeepSeekCoder-6.7Bdecoding=greedy2024.02 | 39.6 | |
| DPFTBackbone=DS-Coder-6.7B, Privacy Epsilon=42025.12 | 39 | |
| DPFTBackbone=CodeQwen1.5-7B, Privacy Epsilon=42025.12 | 39 | |
| PrivCodeBackbone=Qwen2.5-Coder-7B, Privacy Epsilon=42025.12 | 38.7 | |
| StarCoder2-15Bdecoding=greedy2024.02 | 37.8 | |
| NonDPFTBackbone=CodeGemma-7B, Privacy Epsilon=None2025.12 | 37.2 | |
| JFTBackbone=Qwen2.5-Coder-7B, Privacy Epsilon=42025.12 | 33 | |
| CodeLlama-13Bdecoding=greedy2024.02 | 32.3 | |
| PrivCodeBackbone=CodeGemma-7B, Privacy Epsilon=42025.12 | 31.7 | |
| StarCoder2-7Bdecoding=greedy2024.02 | 29.9 | |
| DPFTBackbone=Qwen2.5-Coder-7B, Privacy Epsilon=42025.12 | 29.9 | |
| DP-AdapterBackbone=Qwen2.5-Coder-7B, Privacy Epsilon=42025.12 | 28.2 | |
| StarCoder2-3Bdecoding=greedy2024.02 | 27.4 | |
| JFTBackbone=CodeGemma-7B, Privacy Epsilon=42025.12 | 26.9 | |
| CodeLlama-7Bdecoding=greedy2024.02 | 25.6 | |
| StarCoderBase-15Bdecoding=greedy2024.02 | 25.6 | |
| DPFTBackbone=CodeGemma-7B, Privacy Epsilon=42025.12 | 25.6 | |
| DP-AdapterBackbone=CodeGemma-7B, Privacy Epsilon=42025.12 | 25.6 | |
| StarCoderBase-7Bdecoding=greedy2024.02 | 25 | |
| StableCode-3Bdecoding=greedy2024.02 | 24.4 | |
| DeepSeekCoder-1.3Bdecoding=greedy2024.02 | 23.8 | |
| StarCoderBase-3Bdecoding=greedy2024.02 | 17.1 |