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ResearchFormerly WizWand

Time Series Forecasting on Weather (10% train)

0.227MSEOlivia
0.21220.31210.4120.5119May 10, 2026May 11, 2026May 12, 2026May 13, 2026May 14, 2026May 15, 2026May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
OliviaPrediction Length=Avg2026.050.2270.264
SEMPOPrediction Length=Avg2026.050.2280.266
S²IP-LLMPrediction Length=Avg2026.050.2280.268
SSDAForecasting Horizon (H)=Avg2026.050.230.271
SSDARatio=10%2026.050.230.271
TTMPrediction Length=Avg2026.050.2320.268
Time-LLMForecasting Horizon (H)=Avg2026.050.2340.273
Time-LLMRatio=10%2026.050.2340.273
Time-LLMPrediction Length=Avg2026.050.2340.273
GPT4TSForecasting Horizon (H)=Avg2026.050.2380.275
GPT4TSRatio=10%2026.050.2380.275
GPT-4TSPrediction Length=Avg2026.050.2380.275
DLinearForecasting Horizon (H)=Avg2026.050.2410.283
DLinearRatio=10%2026.050.2410.283
DLinearPrediction Length=Avg2026.050.2410.283
PatchTSTForecasting Horizon (H)=Avg2026.050.2420.279
PatchTSTRatio=10%2026.050.2420.279
PatchTSTPrediction Length=Avg2026.050.2420.279
Time-VLMForecasting Horizon (H)=Avg2026.050.2450.282
Time-VLMRatio=10%2026.050.2450.282
VisionTSForecasting Horizon (H)=Avg2026.050.2470.285
VisionTSRatio=10%2026.050.2470.285
TimesNetForecasting Horizon (H)=Avg2026.050.2790.301
TimesNetRatio=10%2026.050.2790.301
TimesNetPrediction Length=Avg2026.050.2790.301
FEDformerForecasting Horizon (H)=Avg2026.050.2840.324
FEDformerRatio=10%2026.050.2840.324
FEDformerPrediction Length=Avg2026.050.2840.324
iTransformerPrediction Length=Avg2026.050.3080.338
StationaryPrediction Length=Avg2026.050.3180.323
InformerForecasting Horizon (H)=Avg2026.050.5970.495
InformerRatio=10%2026.050.5970.495