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ResearchFormerly WizWand

Time Series Forecasting on ETTm2 (10% train)

0.248MSES²IP-LLM
0.123120.966061.8092.65194May 10, 2026May 11, 2026May 12, 2026May 13, 2026May 14, 2026May 15, 2026May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
S²IP-LLMPrediction Length=Avg2026.050.2480.313
SEMPOPrediction Length=Avg2026.050.2550.315
OliviaPrediction Length=Avg2026.050.2560.315
Time-VLMRatio=10%2026.050.2630.323
SSDARatio=10%2026.050.270.32
Time-LLMRatio=10%2026.050.2770.323
Time-LLMPrediction Length=Avg2026.050.2770.323
TTMPrediction Length=Avg2026.050.2810.327
VisionTSRatio=10%2026.050.2920.342
GPT4TSRatio=10%2026.050.2930.335
GPT-4TSPrediction Length=Avg2026.050.2930.335
PatchTSTRatio=10%2026.050.2960.343
PatchTSTPrediction Length=Avg2026.050.2960.343
DLinearRatio=10%2026.050.3160.368
DLinearPrediction Length=Avg2026.050.3160.368
TimesNetRatio=10%2026.050.320.353
TimesNetPrediction Length=Avg2026.050.320.353
StationaryPrediction Length=Avg2026.050.3320.366
iTransformerPrediction Length=Avg2026.050.3360.373
FEDformerRatio=10%2026.050.4630.488
FEDformerPrediction Length=Avg2026.050.4630.488
InformerRatio=10%2026.053.371.44