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Time-series forecasting on Temperature (test)

0.4459MAEPhi + STM
0.2836681.3787342.47383.568866Jan 23, 2026

Evaluation results

MethodLinks
Phi + STMModel=Phi, prompt_reprogramming=true, fine-tuning=false, num_return_sequences=1, temperature=0.12, top_p=0.9, do_sample=false2026.010.44590.364863.1290.07
DeepSeek + STMModel=DeepSeek, prompt_reprogramming=true, fine-tuning=false, num_return_sequences=1, temperature=0.12, top_p=0.9, do_sample=false2026.010.95361.22951.3775.63
Phi (Base)Model=Phi, prompt_reprogramming=false, fine-tuning=false, num_return_sequences=1, temperature=0.12, top_p=0.9, do_sample=false2026.011.2093.674——
DeepSeek (Base)Model=DeepSeek, prompt_reprogramming=false, fine-tuning=false, num_return_sequences=1, temperature=0.12, top_p=0.9, do_sample=false2026.011.96115.0441——
LLaMA + STMModel=LLaMA, prompt_reprogramming=true, fine-tuning=false, num_return_sequences=1, temperature=0.12, top_p=0.9, do_sample=false2026.011.96798.369242.1544.33
LLaMA (Base)Model=LLaMA, prompt_reprogramming=false, fine-tuning=false, num_return_sequences=1, temperature=0.12, top_p=0.9, do_sample=false2026.013.402215.0385——
Gemma + STMModel=Gemma, prompt_reprogramming=true, fine-tuning=false, num_return_sequences=1, temperature=0.12, top_p=0.9, do_sample=false2026.014.453720.73191.073.25
Gemma (Base)Model=Gemma, prompt_reprogramming=false, fine-tuning=false, num_return_sequences=1, temperature=0.12, top_p=0.9, do_sample=false2026.014.501721.4292——