Code Translation on Code Translation dataset
73.91CBQwen2.5-Coder-7B + CGBridge
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Qwen2.5-Coder-7B + CGBridgeBackbone=Qwen2.5-Coder-7B, Adaptation Method=CGBridge2025.12 | 73.91 | 77.2 | 74.18 | 98.26 | |
| CodeLlama-7B + CGBridgeBackbone=CodeLlama-7B, Adaptation Method=CGBridge2025.12 | 71.32 | 79.21 | 74.49 | 95.07 | |
| Qwen2.5-Coder-1.5B + CGBridgeBackbone=Qwen2.5-Coder-1.5B, Adaptation Method=CGBridge2025.12 | 69.81 | 78.8 | 68.55 | 89.01 | |
| CodeLlama-7B + LoRABackbone=CodeLlama-7B, Adaptation Method=LoRA2025.12 | 69.1 | 74.14 | 70.88 | 93.17 | |
| Deepseek-coder-6.7B + LoRABackbone=Deepseek-coder-6.7B, Adaptation Method=LoRA2025.12 | 64.4 | 73.12 | 70.67 | 93.88 | |
| Deepseek-coder-6.7B + CGBridgeBackbone=Deepseek-coder-6.7B, Adaptation Method=CGBridge2025.12 | 64.32 | 73.27 | 67.79 | 95.92 | |
| Qwen2.5-Coder-1.5B + LoRABackbone=Qwen2.5-Coder-1.5B, Adaptation Method=LoRA2025.12 | 63.76 | 76.64 | 63.44 | 84.68 | |
| Qwen2.5-Coder-7B + GraphTextBackbone=Qwen2.5-Coder-7B, Adaptation Method=GraphText2025.12 | 63.52 | 67.85 | 67.52 | 70.75 | |
| Qwen2.5-Coder-7BBackbone=Qwen2.5-Coder-7B, Adaptation Method=Zero-shot2025.12 | 63.39 | 74.67 | 48.07 | 89.46 | |
| Qwen2.5-Coder-7B + LoRABackbone=Qwen2.5-Coder-7B, Adaptation Method=LoRA2025.12 | 62.88 | 77.7 | 65.03 | 97.17 | |
| Deepseek-coder-6.7BBackbone=Deepseek-coder-6.7B, Adaptation Method=Zero-shot2025.12 | 61.34 | 73.21 | 56.2 | 90.93 | |
| Qwen2.5-Coder-1.5BBackbone=Qwen2.5-Coder-1.5B, Adaptation Method=Zero-shot2025.12 | 58.89 | 71.43 | 40.74 | 70.63 | |
| Deepseek-coder-6.7B + GraphTextBackbone=Deepseek-coder-6.7B, Adaptation Method=GraphText2025.12 | 58.42 | 62.61 | 60.01 | 53.97 | |
| CodeLlama-7B + GraphTextBackbone=CodeLlama-7B, Adaptation Method=GraphText2025.12 | 57.81 | 62.84 | 59.02 | 60.32 | |
| Qwen2.5-Coder-1.5B + GraphTextBackbone=Qwen2.5-Coder-1.5B, Adaptation Method=GraphText2025.12 | 55.68 | 64.27 | 54.28 | 57.26 | |
| Deepseek-coder-1.3B + GraphTextBackbone=Deepseek-coder-1.3B, Adaptation Method=GraphText2025.12 | 55.02 | 60.39 | 54.22 | 69.31 | |
| Deepseek-coder-1.3B + LoRABackbone=Deepseek-coder-1.3B, Adaptation Method=LoRA2025.12 | 52.03 | 69.73 | 54.31 | 63.06 | |
| Deepseek-coder-1.3B + CGBridgeBackbone=Deepseek-coder-1.3B, Adaptation Method=CGBridge2025.12 | 50.07 | 62.22 | 55.44 | 74.49 | |
| Deepseek-coder-1.3BBackbone=Deepseek-coder-1.3B, Adaptation Method=Zero-shot2025.12 | 48.82 | 67.67 | 55.58 | 51.37 | |
| CodeLlama-7BBackbone=CodeLlama-7B, Adaptation Method=Zero-shot2025.12 | 27.64 | 54.65 | 46.05 | 71.76 |