Next event prediction on Amazon
0.336RMSESURF-MoE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SURF-MoEEvaluation Protocol=finetuned2026.05 | 0.336 | — | 34.7 | — | — | |
| SURF-MoEEvaluation Protocol=joint2026.05 | 0.343 | — | 34.4 | — | — | |
| DTPPEvaluation Protocol=from scratch2026.05 | 0.346 | — | 40.9 | — | — | |
| TimesFMEvaluation Protocol=from scratch2026.05 | 0.386 | — | — | — | — | |
| SURF-CSBEvaluation Protocol=finetuned2026.05 | 0.409 | — | 33.1 | — | — | |
| SURF-GLQEvaluation Protocol=finetuned2026.05 | 0.409 | — | 34.2 | — | — | |
| SURF-CSBEvaluation Protocol=joint2026.05 | 0.41 | — | 30.4 | — | — | |
| SURF-GLQEvaluation Protocol=joint2026.05 | 0.477 | — | 33.3 | — | — | |
| GRUwE2025.10 | 0.611 | 67.24 | — | — | — | |
| GRUwE2025.10 | 0.611 | 67.24 | — | — | — | |
| GRUwEEvaluation Protocol=from scratch2026.05 | 0.611 | — | 38.8 | — | — | |
| NHP2025.10 | 0.612 | 68.3 | — | — | — | |
| A-NHP2025.10 | 0.612 | 65.65 | — | — | — | |
| THP2025.10 | 0.612 | 66.72 | — | — | — | |
| NHP2025.10 | 0.612 | 68.3 | — | — | — | |
| A-NHP2025.10 | 0.612 | 65.65 | — | — | — | |
| THP2025.10 | 0.612 | 66.72 | — | — | — | |
| FullyNN2025.10 | 0.615 | — | — | — | — | |
| FullyNN2025.10 | 0.615 | — | — | — | — | |
| FullyNNEvaluation Protocol=from scratch2026.05 | 0.615 | — | — | — | — | |
| IFTPPEvaluation Protocol=from scratch2026.05 | 0.618 | — | 32.5 | — | — | |
| SAHP2025.10 | 0.619 | 67.7 | — | — | — | |
| SAHP2025.10 | 0.619 | 67.7 | — | — | — | |
| SAHPEvaluation Protocol=from scratch2026.05 | 0.619 | — | 32.3 | — | — | |
| RMTPPEvaluation Protocol=from scratch2026.05 | 0.62 | — | 31.9 | — | — | |
| ODETPPEvaluation Protocol=from scratch2026.05 | 0.62 | — | 34.2 | — | — | |
| NHPEvaluation Protocol=from scratch2026.05 | 0.621 | — | 32.9 | — | — | |
| AttNHPEvaluation Protocol=from scratch2026.05 | 0.621 | — | 34.7 | — | — | |
| THPEvaluation Protocol=from scratch2026.05 | 0.621 | — | 33.9 | — | — | |
| RMTPP2025.10 | 0.634 | 73.66 | — | — | — | |
| RMTPP2025.10 | 0.634 | 73.66 | — | — | — | |
| MHPEvaluation Protocol=from scratch2026.05 | 0.635 | — | 24.1 | — | — | |
| AttNHP2026.05 | — | — | — | 0.621 | 65.3 | |
| IFTPP2026.05 | — | — | — | 0.618 | 67.5 | |
| MHP2026.05 | — | — | — | 0.635 | 75.9 | |
| NHP2026.05 | — | — | — | 0.621 | 67.1 | |
| ODETPP2026.05 | — | — | — | 0.62 | 65.8 | |
| RMTPP2026.05 | — | — | — | 0.62 | 68.1 | |
| SAHP2026.05 | — | — | — | 0.619 | 67.7 | |
| SNMPP2026.05 | — | — | — | 0.382 | 66.6 | |
| THP2026.05 | — | — | — | 0.621 | 66.1 |