Event Prediction on Retweet
15.78RMSE (Time)SURF-GLQ
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SURF-GLQEvaluation Protocol=finetuned2026.05 | 15.78 | — | — | — | — | — | 59.8 | — | |
| SURF-GLQEvaluation Protocol=joint2026.05 | 15.8 | — | — | — | — | — | 59.1 | — | |
| SURF-CSBEvaluation Protocol=finetuned2026.05 | 15.81 | — | — | — | — | — | 59.5 | — | |
| SURF-CSBEvaluation Protocol=joint2026.05 | 15.89 | — | — | — | — | — | 56.8 | — | |
| SURF-MoEEvaluation Protocol=joint2026.05 | 16.04 | — | — | — | — | — | 59.2 | — | |
| SURF-MoEEvaluation Protocol=finetuned2026.05 | 16.23 | — | — | — | — | — | 59.7 | — | |
| NJDTPPEvaluation Protocol=from scratch2026.05 | 17.5 | — | — | — | — | — | 60.8 | — | |
| TimesFMEvaluation Protocol=from scratch2026.05 | 17.69 | — | — | — | — | — | — | — | |
| DTPPEvaluation Protocol=from scratch2026.05 | 17.89 | — | — | — | — | — | 60 | — | |
| SNMPP2026.05 | 18.6 | — | — | — | — | — | — | 40.5 | |
| NHPEvaluation Protocol=from scratch2026.05 | 21.9 | — | — | — | — | — | 60 | — | |
| NHP2026.05 | 21.9 | — | — | — | — | — | — | 40 | |
| FullyNNEvaluation Protocol=from scratch2026.05 | 21.92 | — | — | — | — | — | — | — | |
| THPEvaluation Protocol=from scratch2026.05 | 22.01 | — | — | — | — | — | 58.5 | — | |
| THP2026.05 | 22.01 | — | — | — | — | — | — | 41.5 | |
| IFTPPEvaluation Protocol=from scratch2026.05 | 22.18 | — | — | — | — | — | 60.3 | — | |
| IFTPP2026.05 | 22.18 | — | — | — | — | — | — | 39.7 | |
| AttNHPEvaluation Protocol=from scratch2026.05 | 22.19 | — | — | — | — | — | 59.9 | — | |
| AttNHP2026.05 | 22.19 | — | — | — | — | — | — | 40.1 | |
| GRUwEEvaluation Protocol=from scratch2026.05 | 22.21 | — | — | — | — | — | 59.2 | — | |
| RMTPPEvaluation Protocol=from scratch2026.05 | 22.31 | — | — | — | — | — | 55.9 | — | |
| RMTPP2026.05 | 22.31 | — | — | — | — | — | — | 44.1 | |
| SAHPEvaluation Protocol=from scratch2026.05 | 22.4 | — | — | — | — | — | 58.4 | — | |
| SAHP2026.05 | 22.4 | — | — | — | — | — | — | 41.6 | |
| ODETPPEvaluation Protocol=from scratch2026.05 | 22.48 | — | — | — | — | — | 56.8 | — | |
| ODETPP2026.05 | 22.48 | — | — | — | — | — | — | 43.2 | |
| MHPEvaluation Protocol=from scratch2026.05 | 22.92 | — | — | — | — | — | 44.3 | — | |
| MHP2026.05 | 22.92 | — | — | — | — | — | — | 55.7 | |
| A-NHP2025.10 | — | — | — | 22.28 | 41.05 | — | — | — | |
| A-NHP2025.10 | — | — | — | 22.28 | 41.05 | — | — | — | |
| AttNHP2026.03 | — | -4.128 | — | — | — | — | — | — | |
| AttNHP2025.02 | — | — | 59.9 | — | — | 0.003 | — | — | |
| AWSMArchitecture=SAHP2024.10 | — | 0.411 | 41.1 | — | — | — | — | — | |
| AWSMArchitecture=THP2024.10 | — | 0.419 | 59.2 | — | — | — | — | — | |
| DSMArchitecture=SAHP2024.10 | — | 0.11 | 59 | — | — | — | — | — | |
| DSMArchitecture=THP2024.10 | — | -0.183 | 55.6 | — | — | — | — | — | |
| FullyNN2025.10 | — | — | — | 21.92 | — | — | — | — | |
| FullyNN2025.10 | — | — | — | 21.92 | — | — | — | — | |
| GRUwE2025.10 | — | — | — | 22.21 | 40.81 | — | — | — | |
| GRUwE2025.10 | — | — | — | 22.21 | 40.81 | — | — | — | |
| HP-CDEMemory usage(MB)=197, Training time(m)=6.2362023.05 | — | 6.844 | 55.2 | 15,849.218 | — | — | — | — | |
| IFTPP2025.02 | — | — | 60.3 | — | — | 0.003 | — | — | |
| Language-TPP-0.5BSize=0.5B2025.02 | — | — | 59.7 | — | — | 0.001 | — | — | |
| MLEArchitecture=SAHP2024.10 | — | 0.454 | 45.4 | — | — | — | — | — | |
| MLEArchitecture=THP2024.10 | — | 0.421 | 59.4 | — | — | — | — | — | |
| NEXTPP2026.03 | — | -3.993 | — | — | — | — | — | — | |
| NHPMemory usage(MB)=750, Training time(m)=17.822023.05 | — | -9.082 | 54.7 | 16,630.956 | — | — | — | — | |
| NHP2025.10 | — | — | — | 22.32 | 40.25 | — | — | — | |
| NHP2025.10 | — | — | — | 22.32 | 40.25 | — | — | — | |
| NHP2026.03 | — | -4.02 | — | — | — | — | — | — | |
| NHP2025.02 | — | — | 54 | — | — | 0.002 | — | — | |
| RMTPPMemory usage(MB)=210, Training time(m)=0.0442023.05 | — | — | 49 | — | — | — | — | — | |
| RMTPP2025.10 | — | — | — | 22.31 | 44.1 | — | — | — | |
| RMTPP2025.10 | — | — | — | 22.31 | 44.1 | — | — | — | |
| RMTPP2026.03 | — | -5.754 | — | — | — | — | — | — | |
| SAHPMemory usage(MB)=13276, Training time(m)=0.1972023.05 | — | 1.904 | 50.5 | 16,648.339 | — | — | — | — | |
| SAHP2025.10 | — | — | — | 22.4 | 41.6 | — | — | — | |
| SAHP2025.10 | — | — | — | 22.4 | 41.6 | — | — | — | |
| SAHP2026.03 | — | -4.798 | — | — | — | — | — | — | |
| SAHP2025.02 | — | — | 54 | — | — | 0.002 | — | — | |
| THPMemory usage(MB)=1582, Training time(m)=0.1422023.05 | — | -7.347 | 49.9 | 15,050.47 | — | — | — | — | |
| THP2025.10 | — | — | — | 22.32 | 40.25 | — | — | — | |
| THP2025.10 | — | — | — | 22.32 | 40.25 | — | — | — | |
| THP2026.03 | — | -4.143 | — | — | — | — | — | — | |
| THP2025.02 | — | — | 58.5 | — | — | 0.003 | — | — | |
| TPP-LLM2025.02 | — | — | 54.1 | — | — | 0.002 | — | — |