Energy-Efficient Code Optimization on PIE
9.08CARET ChangeGemma-3-12B-IT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Gemma-3-12B-ITBaseline Type=Instr-ZS, Training Stage=Energy-SFT2026.07 | 9.08 | 72.9 | |
| Qwen2.5-Coder-7BBaseline Type=Base-ZS, Training Stage=Energy-SFT2026.07 | 8.71 | 64 | |
| Gemma-3-12B-ITBaseline Type=Instr-ZS, Training Stage=Zero-Shot2026.07 | 6.44 | 84.4 | |
| Llama-3.1-8BBaseline Type=Instr-ZS, Training Stage=Energy-SFT2026.07 | 5.97 | 48.2 | |
| Qwen2.5-Coder-14BBaseline Type=Instr-ZS, Training Stage=Energy-SFT2026.07 | 4.45 | 60.3 | |
| Qwen2.5-Coder-0.5BBaseline Type=Base-ZS, Training Stage=Energy-SFT2026.07 | 4.07 | 39.3 | |
| Qwen2.5-Coder-7BBaseline Type=Base-ZS, Training Stage=Zero-Shot2026.07 | 3.18 | 90 | |
| Qwen2.5-Coder-0.5BBaseline Type=Base-ZS, Training Stage=Zero-Shot2026.07 | 2.91 | 73.4 | |
| DeepSeek-Coder-6.7BBaseline Type=Base-ZS, Training Stage=Energy-SFT2026.07 | 1.29 | 8 | |
| DeepSeek-Coder-6.7BBaseline Type=Base-ZS, Training Stage=Zero-Shot2026.07 | 1.08 | 95.4 | |
| Gemini-2.5-FlashBaseline Type=Instr-ZS, Training Stage=Energy-SFT2026.07 | 0.79 | 5 | |
| Gemini-2.5-FlashBaseline Type=Instr-ZS, Training Stage=Zero-Shot2026.07 | 0.37 | 7.6 | |
| Llama-3.1-8BBaseline Type=Instr-ZS, Training Stage=Zero-Shot2026.07 | 0 | 78.7 | |
| Qwen2.5-Coder-14BBaseline Type=Instr-ZS, Training Stage=Zero-Shot2026.07 | -2.92 | 78.9 |