Taxi
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Goal-oriented Dialogue | Taxi | Success Rate85.53 | 32 | |
| Event Forecasting | Taxi | RMSE0.32 | 23 | |
| Taxi Domain | Taxi Standard | Accuracy83.98 | 14 | |
| Event count prediction | Taxi (test) | MARE28 | 11 | |
| Unconditional generation of event sequences | Taxi (test) | MMD (1e-2)3.1 | 11 | |
| Regression | Taxi (test) | NLL3.112 | 11 | |
| Regression | Taxi | NLL3.112 | 11 | |
| Probabilistic forecasting | taxi (test) | MSE0.16 | 11 | |
| Time-series Forecasting | Taxi | NRMSE Sum0.1516 | 10 | |
| Marked Temporal Point Process Prediction | Taxi (test) | RMSE0.323 | 10 | |
| Point Process Intensity Estimation | Taxi | Ltest Score7,246 | 10 | |
| Density estimation | Taxi (test) | MMD0.04 | 10 | |
| Probabilistic Forecasting | taxi | CRPS0.119 | 9 | |
| Forecasting Temporal Point Processes | Taxi (test) | Sequence distance (l2)1.8 | 8 | |
| Multivariate Regression | Taxi | Coverage98.9 | 8 | |
| Event Sequence Forecasting | Taxi (test) | Wasserstein distance2.42 | 8 | |
| Event Type Prediction | Taxi | Accuracy91.5 | 7 | |
| Event Sequence Generation | Taxi | Runtime (s)1.19 | 6 | |
| Event Sequence Modeling | Taxi | Log-Likelihood0.586 | 6 | |
| Video Deinterlacing | Taxi (test) | PSNR38.15 | 6 | |
| Optimal policy search | Taxi | Iterations (gamma=0.9)2 | 5 | |
| Multivariate Uncertainty Quantification | Taxi | Normalized Volume5.15 | 4 | |
| Multivariate Regression | Taxi | Normalized Volume3.48 | 4 | |
| Regression | Taxi | PMSE0.41 | 4 | |
| Forecasting | Taxi (test) | Count MAPE37 | 4 |
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