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ResearchFormerly WizWand

Multi-Step Time Series Prediction on Energy Data w/ Covariates

100Success RateTS-Reasoner
61.956871.833481.7191.5866Oct 5, 2024
Updated 7mo ago

Evaluation results

MethodLinks
TS-ReasonerConstraint Type=Max Load2024.101006.21
TS-ReasonerConstraint Type=Min Load2024.101005.64
TS-ReasonerConstraint Type=Load Ramp Rate2024.101007.19
TS-ReasonerConstraint Type=Average2024.1098.616.2
TS-ReasonerConstraint Type=Average, Prompting Strategy=Paraphrased Questions2024.1095.915.67
TS-ReasonerConstraint Type=Max Load, Prompting Strategy=Paraphrased Questions2024.1094.744.67
TS-ReasonerConstraint Type=Load Variability2024.1094.445.77
ReActConstraint Type=Average2024.1090.637.96
o1Constraint Type=Average2024.1089.178.64
DeepseekConstraint Type=Average2024.1087.512.12
4oConstraint Type=Average2024.1081.948.16
ARIMAConstraint Type=Average2024.108021.42
ChattimeConstraint Type=Average2024.1078.2816.7
ChronosConstraint Type=Average2024.1074.1715.21
AutoGluonConstraint Type=Average2024.1063.428.65