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ResearchFormerly WizWand

Time Series Forecasting on GIFT-Eval

0.693MASEZEUS
0.678280.777640.8770.97636Aug 7, 2025Sep 30, 2025Nov 24, 2025Jan 18, 2026Mar 14, 2026May 8, 2026Jul 2, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ZEUSEvaluation Protocol=Zero-Shot2026.070.6930.48
Chronos-2Evaluation Protocol=Zero-Shot2026.070.6980.485
FlowState-18.6M#Params=18.6M, Zero-shot=true, Context length=4k2025.080.7010.487
XiheuEvaluation Protocol=Zero-Shot2026.070.7010.488
FlowState-10.6M#Params=10.6M, Zero-shot=true, Context length=4k2025.080.7040.49
TimesFM-2.5#Params=200M, Zero-shot=true2025.080.7050.49
TimesFM2.5Evaluation Protocol=Zero-Shot2026.070.7050.49
FlowState-3M#Params=3M, Zero-shot=true, Context length=4k2025.080.7120.496
TiRex#Params=35M, Zero-shot=true2025.080.7160.488
TiRexEvaluation Protocol=Zero-Shot2026.070.7160.488
Chronos-2-Synth#Params=120M, Zero-shot=true2025.080.720.496
FlowStateEvaluation Protocol=Zero-Shot2026.070.7260.502
Moirai2Evaluation Protocol=Zero-Shot2026.070.7280.516
KAIROSbType=TSFMs (Zero-Shot), #Params=53M2025.090.7380.548
Kairos-50M#Params=50M, Zero-shot=true2025.080.7420.548
KairosbEvaluation Protocol=Zero-Shot2026.070.7420.548
KAIROSsType=TSFMs (Zero-Shot), #Params=23M2025.090.7480.554
Kairos-23M#Params=23M, Zero-shot=true2025.080.7480.554
TotoType=TSFMs (Zero-Shot), #Params=151M2025.090.750.517
SundialType=TSFMs (Zero-Shot), #Params=128M2025.090.750.559
Sundial-Base#Params=128M, Zero-shot=true2025.080.750.559
Toto-Open-Base-1.0#Params=151M, Zero-shot=true2025.080.750.517
TotoEvaluation Protocol=Zero-Shot2026.070.750.517
SundialEvaluation Protocol=Zero-Shot2026.070.750.559
TimesFMType=TSFMs (TestData Leakage), #Params=500M2025.090.7580.55
YingLongType=TSFMs (Zero-Shot), #Params=300M2025.090.7980.548
Chronos BoltType=TSFMs (TestData Leakage), #Params=205M2025.090.8080.574
PatchTSTType=DL (Full-Shot), #Params=-2025.090.8490.587
PatchTSTEvaluation Protocol=Supervised2026.070.8490.587
VisionTSType=TSFMs (Zero-Shot), #Params=112M2025.090.8630.755
ChronosType=TSFMs (TestData Leakage), #Params=709M2025.090.870.574
MoiraiType=TSFMs (Zero-Shot), #Params=311M2025.090.8750.599
Seasonal NaïveType=Statistical, #Params=-2025.0911
Seasonal NaiveEvaluation Protocol=Statistical2026.0711
TTMType=TSFMs (TestData Leakage), #Params=5M2025.091.020.873
DLinearType=DL (Full-Shot), #Params=-2025.091.0610.846
DLinearEvaluation Protocol=Supervised2026.071.0610.846