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ResearchFormerly WizWand

Energy-Efficient Code Optimization on PIE

9.08CARET ChangeGemma-3-12B-IT
-3.4-0.163.086.32Jul 6, 2026
Updated 3mo ago

Evaluation results

MethodLinks
Gemma-3-12B-ITBaseline Type=Instr-ZS, Training Stage=Energy-SFT2026.079.0872.9
Qwen2.5-Coder-7BBaseline Type=Base-ZS, Training Stage=Energy-SFT2026.078.7164
Gemma-3-12B-ITBaseline Type=Instr-ZS, Training Stage=Zero-Shot2026.076.4484.4
Llama-3.1-8BBaseline Type=Instr-ZS, Training Stage=Energy-SFT2026.075.9748.2
Qwen2.5-Coder-14BBaseline Type=Instr-ZS, Training Stage=Energy-SFT2026.074.4560.3
Qwen2.5-Coder-0.5BBaseline Type=Base-ZS, Training Stage=Energy-SFT2026.074.0739.3
Qwen2.5-Coder-7BBaseline Type=Base-ZS, Training Stage=Zero-Shot2026.073.1890
Qwen2.5-Coder-0.5BBaseline Type=Base-ZS, Training Stage=Zero-Shot2026.072.9173.4
DeepSeek-Coder-6.7BBaseline Type=Base-ZS, Training Stage=Energy-SFT2026.071.298
DeepSeek-Coder-6.7BBaseline Type=Base-ZS, Training Stage=Zero-Shot2026.071.0895.4
Gemini-2.5-FlashBaseline Type=Instr-ZS, Training Stage=Energy-SFT2026.070.795
Gemini-2.5-FlashBaseline Type=Instr-ZS, Training Stage=Zero-Shot2026.070.377.6
Llama-3.1-8BBaseline Type=Instr-ZS, Training Stage=Zero-Shot2026.07078.7
Qwen2.5-Coder-14BBaseline Type=Instr-ZS, Training Stage=Zero-Shot2026.07-2.9278.9