Event Prediction on TAXI (test)
4.083OTDFIM-PP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FIM-PPEvaluation Protocol=Fine-tuned, Loss Objective=NLL2025.09 | 4.083 | 0.311 | 0.25 | 71.108 | |
| FIM-PPEvaluation Protocol=Fine-tuned, Loss Objective=SMAPE2025.09 | 4.103 | 0.315 | 0.248 | 73.181 | |
| TCDDM2025.09 | 5.877 | 0.648 | 0.327 | 88.051 | |
| HYPRO2025.09 | 5.952 | 0.5 | 0.322 | 85.994 | |
| CDiff2025.09 | 5.966 | 0.547 | 0.318 | 89.535 | |
| A-NHP2025.09 | 6.441 | 0.682 | 0.347 | 89.07 | |
| FIM-PPEvaluation Protocol=Zero-shot, Loss Objective=SMAPE2025.09 | 6.763 | 0.654 | 0.248 | 76.402 | |
| FIM-PPEvaluation Protocol=Zero-shot, Loss Objective=NLL2025.09 | 6.773 | 0.655 | 0.246 | 74.912 | |
| IFTPP2025.09 | 7.209 | 0.608 | 0.335 | 90.512 | |
| NHP2025.09 | 7.405 | 0.641 | 0.351 | 91.625 | |
| Dual-TPP2025.09 | 7.534 | 0.636 | 0.34 | 89.727 | |
| FIM-PPEvaluation Protocol=fine-tuning, Optimization Objective=S-MAPE2025.09 | 8.175 | 0.465 | 0.275 | 73.529 | |
| EVIL2026.04 | 8.324 | 0.453 | 0.266 | 72.918 | |
| FIM-PPmode=fine-tuned2026.04 | 8.336 | 0.451 | 0.291 | 75.366 | |
| FIM-PPEvaluation Protocol=fine-tuning, Optimization Objective=NLL2025.09 | 8.336 | 0.451 | 0.291 | 75.366 | |
| EVILprior=synthetic2026.04 | 9.753 | 0.585 | 0.273 | 72.446 | |
| CDiff2026.04 | 11.004 | 0.785 | 0.35 | 90.721 | |
| CDiff2025.09 | 11.004 | 0.785 | 0.35 | 90.721 | |
| HYPRO2026.04 | 11.875 | 0.764 | 0.363 | 89.524 | |
| HYPRO2025.09 | 11.875 | 0.764 | 0.363 | 89.524 | |
| TCDDM2026.04 | 11.885 | 1.121 | 0.385 | 90.703 | |
| TCDDM2025.09 | 11.885 | 1.121 | 0.385 | 90.703 | |
| A-NHP2026.04 | 12.542 | 0.823 | 0.376 | 92.812 | |
| A-NHP2025.09 | 12.542 | 0.823 | 0.376 | 92.812 | |
| IFTPP2026.04 | 12.765 | 1.004 | 0.383 | 93.12 | |
| IFTPP2025.09 | 12.765 | 1.004 | 0.383 | 93.12 | |
| Dual-TPP2026.04 | 13.058 | 0.966 | 0.395 | 90.812 | |
| Dual-TPP2025.09 | 13.058 | 0.966 | 0.395 | 90.812 | |
| NHP2026.04 | 13.377 | 0.922 | 0.397 | 92.182 | |
| NHP2025.09 | 13.377 | 0.922 | 0.397 | 92.182 | |
| FIM-PPmode=zero-shot2026.04 | 13.82 | 1.19 | 0.281 | 78.141 | |
| FIM-PPEvaluation Protocol=zero-shot, Optimization Objective=NLL2025.09 | 13.82 | 1.19 | 0.281 | 78.141 | |
| FIM-PPEvaluation Protocol=fine-tuned, Optimization Objective=S-MAPE2025.09 | 16.493 | 0.707 | 0.278 | 76.538 | |
| EVIL2026.04 | 16.969 | 0.725 | 0.264 | 72.324 | |
| FIM-PPfine-tuned=true2026.04 | 17.914 | 0.705 | 0.314 | 76.828 | |
| FIM-PPEvaluation Protocol=fine-tuned, Optimization Objective=NLL2025.09 | 17.914 | 0.705 | 0.314 | 76.828 | |
| FIM-PPEvaluation Protocol=zero-shot, Optimization Objective=S-MAPE2025.09 | 19.425 | 1.959 | 0.299 | 90.51 | |
| EVILPrior=synthetic2026.04 | 20.007 | 0.853 | 0.272 | 70.75 | |
| CDiff2026.04 | 21.013 | 1.131 | 0.351 | 87.993 | |
| CDiff2025.09 | 21.013 | 1.131 | 0.351 | 87.993 | |
| HYPRO2026.04 | 21.653 | 1.231 | 0.372 | 93.803 | |
| HYPRO2025.09 | 21.653 | 1.231 | 0.372 | 93.803 | |
| TCDDM2026.04 | 22.148 | 1.309 | 0.382 | 90.596 | |
| TCDDM2025.09 | 22.148 | 1.309 | 0.382 | 90.596 | |
| FIM-PPzero-shot=true2026.04 | 23.145 | 1.421 | 0.277 | 76.765 | |
| FIM-PPEvaluation Protocol=zero-shot, Optimization Objective=NLL2025.09 | 23.145 | 1.421 | 0.277 | 76.765 | |
| IFTPP2026.04 | 24.053 | 1.364 | 0.384 | 95.719 | |
| IFTPP2025.09 | 24.053 | 1.364 | 0.384 | 95.719 | |
| Dual-TPP2026.04 | 24.483 | 1.353 | 0.402 | 95.211 | |
| Dual-TPP2025.09 | 24.483 | 1.353 | 0.402 | 95.211 | |
| A-NHP2026.04 | 24.762 | 1.276 | 0.43 | 97.388 | |
| A-NHP2025.09 | 24.762 | 1.276 | 0.43 | 97.388 | |
| NHP2026.04 | 25.114 | 1.297 | 0.399 | 96.459 | |
| NHP2025.09 | 25.114 | 1.297 | 0.399 | 96.459 | |
| FIM-PPEvaluation Protocol=zero-shot, Optimization Objective=S-MAPE2025.09 | 41.543 | 3.986 | 0.297 | 90.149 |