Multi-Step Time Series Prediction on Energy Data w/ Covariates
100Success RateTS-Reasoner
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TS-ReasonerConstraint Type=Max Load2024.10 | 100 | 6.21 | |
| TS-ReasonerConstraint Type=Min Load2024.10 | 100 | 5.64 | |
| TS-ReasonerConstraint Type=Load Ramp Rate2024.10 | 100 | 7.19 | |
| TS-ReasonerConstraint Type=Average2024.10 | 98.61 | 6.2 | |
| TS-ReasonerConstraint Type=Average, Prompting Strategy=Paraphrased Questions2024.10 | 95.91 | 5.67 | |
| TS-ReasonerConstraint Type=Max Load, Prompting Strategy=Paraphrased Questions2024.10 | 94.74 | 4.67 | |
| TS-ReasonerConstraint Type=Load Variability2024.10 | 94.44 | 5.77 | |
| ReActConstraint Type=Average2024.10 | 90.63 | 7.96 | |
| o1Constraint Type=Average2024.10 | 89.17 | 8.64 | |
| DeepseekConstraint Type=Average2024.10 | 87.5 | 12.12 | |
| 4oConstraint Type=Average2024.10 | 81.94 | 8.16 | |
| ARIMAConstraint Type=Average2024.10 | 80 | 21.42 | |
| ChattimeConstraint Type=Average2024.10 | 78.28 | 16.7 | |
| ChronosConstraint Type=Average2024.10 | 74.17 | 15.21 | |
| AutoGluonConstraint Type=Average2024.10 | 63.42 | 8.65 |