Event Prediction on StackOverFlow
49.6ACCDTPP
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DTPPEvaluation Protocol=from scratch2026.05 | 49.6 | — | — | — | — | — | — | — | 1.034 | — | — | |
| ContiFormer2026.02 | 47.3 | -2.332 | 0.948 | — | — | — | — | — | — | — | — | |
| OsciFormer2026.02 | 47.1 | -2.315 | 0.951 | — | — | — | — | — | — | — | — | |
| NJDTPPEvaluation Protocol=from scratch2026.05 | 46.9 | — | — | — | — | — | — | — | 1.112 | — | — | |
| ODE-RNN2026.02 | 46.7 | -2.395 | 0.952 | — | — | — | — | — | — | — | — | |
| GRU-Δt2026.02 | 46.6 | -2.389 | 0.95 | — | — | — | — | — | — | — | — | |
| mTAN2026.02 | 46.6 | -2.391 | 0.95 | — | — | — | — | — | — | — | — | |
| Transformer2024.05 | 46.44 | — | 1.44 | 2.92 | — | — | — | — | — | — | — | |
| Aaren2024.05 | 46.34 | — | 1.27 | 2.91 | — | — | — | — | — | — | — | |
| AWSMArchitecture=SAHP2024.10 | 46.2 | -2.541 | — | — | — | — | — | — | — | — | — | |
| AWSMArchitecture=THP2024.10 | 46.2 | -2.508 | — | — | — | — | — | — | — | — | — | |
| MLEArchitecture=SAHP2024.10 | 46.1 | -2.428 | — | — | — | — | — | — | — | — | — | |
| MLEArchitecture=THP2024.10 | 46.1 | -2.368 | — | — | — | — | — | — | — | — | — | |
| RMTPP2026.02 | 46.1 | -2.374 | 0.955 | — | — | — | — | — | — | — | — | |
| Language-TPP-0.5BSize=0.5B2025.02 | 45.5 | — | — | — | — | 0.002 | — | — | — | — | — | |
| HP-CDEMemory usage(MB)=44, Training time(m)=6.8782023.05 | 45.2 | 7.348 | 0.996 | — | — | — | — | — | — | — | — | |
| SURF-MoEEvaluation Protocol=finetuned2026.05 | 45.1 | — | — | — | — | — | — | — | 1.077 | — | — | |
| NeuralHP2026.02 | 45 | -2.608 | 1.022 | — | — | — | — | — | — | — | — | |
| NHP2025.02 | 45 | — | — | — | — | 0.006 | — | — | — | — | — | |
| THP2025.02 | 45 | — | — | — | — | 0.006 | — | — | — | — | — | |
| NHPEvaluation Protocol=from scratch2026.05 | 45 | — | — | — | — | — | — | — | 1.372 | — | — | |
| AttNHPEvaluation Protocol=from scratch2026.05 | 45 | — | — | — | — | — | — | — | 1.374 | — | — | |
| THPEvaluation Protocol=from scratch2026.05 | 45 | — | — | — | — | — | — | — | 1.374 | — | — | |
| THPMemory usage(MB)=4585, Training time(m)=0.1692023.05 | 44.9 | -0.554 | 0.973 | — | — | — | — | — | — | — | — | |
| IFTPP2025.02 | 44.9 | — | — | — | — | 0.005 | — | — | — | — | — | |
| Abs. Calendar (Sec.)Tokens=62025.12 | 44.8 | — | 0.569 | — | — | — | — | — | — | — | — | |
| AttNHP2025.02 | 44.8 | — | — | — | — | 0.003 | — | — | — | — | — | |
| SURF-MoEEvaluation Protocol=joint2026.05 | 44.8 | — | — | — | — | — | — | — | 1.255 | — | — | |
| Abs. Calendar (Day)Tokens=32025.12 | 44.7 | — | 0.578 | — | — | — | — | — | — | — | — | |
| GRUwEEvaluation Protocol=from scratch2026.05 | 44.7 | — | — | — | — | — | — | — | 1.369 | — | — | |
| SURF-CSBEvaluation Protocol=finetuned2026.05 | 44.7 | — | — | — | — | — | — | — | 1.039 | — | — | |
| SURF-GLQEvaluation Protocol=finetuned2026.05 | 44.6 | — | — | — | — | — | — | — | 1.018 | — | — | |
| DSMArchitecture=THP2024.10 | 44.5 | -2.782 | — | — | — | — | — | — | — | — | — | |
| Numeric StringTokens=~42025.12 | 44.5 | — | 0.625 | — | — | — | — | — | — | — | — | |
| Rel. Calendar (Sec.)Tokens=62025.12 | 44.5 | — | 0.623 | — | — | — | — | — | — | — | — | |
| RSQ (Linear, L4)Tokens=42025.12 | 44.5 | — | 0.603 | — | — | — | — | — | — | — | — | |
| SURF-CSBEvaluation Protocol=joint2026.05 | 44.5 | — | — | — | — | — | — | — | 1.104 | — | — | |
| Rel. Calendar (Day)Tokens=32025.12 | 44.4 | — | 0.626 | — | — | — | — | — | — | — | — | |
| TPP-LLMTokens=-2025.12 | 44.4 | — | 0.464 | — | — | — | — | — | — | — | — | |
| SURF-GLQEvaluation Protocol=joint2026.05 | 44.4 | — | — | — | — | — | — | — | 1.098 | — | — | |
| ByteTokens=42025.12 | 44.3 | — | 0.516 | — | — | — | — | — | — | — | — | |
| Scale Bin (Linear)Tokens=12025.12 | 44.3 | — | 0.615 | — | — | — | — | — | — | — | — | |
| Scale Bin (Log)Tokens=12025.12 | 44.3 | — | 0.479 | — | — | — | — | — | — | — | — | |
| RSQ (Log, L1)Tokens=12025.12 | 44.3 | — | 0.497 | — | — | — | — | — | — | — | — | |
| RSQ (Linear, L1)Tokens=12025.12 | 44.2 | — | 0.595 | — | — | — | — | — | — | — | — | |
| RSQ (Log, L4)Tokens=42025.12 | 44.2 | — | 0.474 | — | — | — | — | — | — | — | — | |
| HP2026.02 | 44.1 | -5.794 | 1.341 | — | — | — | — | — | — | — | — | |
| SAHP2025.02 | 43.9 | — | — | — | — | 0.005 | — | — | — | — | — | |
| SAHPEvaluation Protocol=from scratch2026.05 | 43.9 | — | — | — | — | — | — | — | 1.375 | — | — | |
| NHPMemory usage(MB)=449, Training time(m)=3.5562023.05 | 43.4 | -7.726 | 1.027 | — | — | — | — | — | — | — | — | |
| ODETPPEvaluation Protocol=from scratch2026.05 | 43.2 | — | — | — | — | — | — | — | 1.374 | — | — | |
| IFTPPEvaluation Protocol=from scratch2026.05 | 43.2 | — | — | — | — | — | — | — | 1.374 | — | — | |
| RMTPPMemory usage(MB)=27, Training time(m)=0.042023.05 | 42.9 | -1.894 | 1.321 | — | — | — | — | — | — | — | — | |
| DSMArchitecture=SAHP2024.10 | 42.1 | -2.629 | — | — | — | — | — | — | — | — | — | |
| TPP-LLM2025.02 | 41.9 | — | — | — | — | 0 | — | — | — | — | — | |
| MHPEvaluation Protocol=from scratch2026.05 | 35 | — | — | — | — | — | — | — | 1.388 | — | — | |
| RMTPPEvaluation Protocol=from scratch2026.05 | 35 | — | — | — | — | — | — | — | 1.376 | — | — | |
| SAHPMemory usage(MB)=11080, Training time(m)=0.1472023.05 | 24.4 | -0.431 | 4.525 | — | — | — | — | — | — | — | — | |
| A-NHP2025.10 | — | — | 1.37 | — | 55.51 | — | — | — | — | — | — | |
| A-NHP2025.10 | — | — | 1.37 | — | 55.51 | — | — | — | — | — | — | |
| A-NHPPrediction Horizon=N=52026.04 | — | — | — | — | — | — | 11.595 | 0.575 | 1.188 | 105.799 | — | |
| A-NHPPrediction Horizon (N)=202025.09 | — | — | — | — | — | — | 42.59 | — | — | 108.54 | — | |
| AttNHP2026.05 | — | — | — | — | — | — | — | — | 1.372 | — | 55.2 | |
| CDiffPrediction Horizon=N=52026.04 | — | — | — | — | — | — | 10.735 | 0.571 | 1.153 | 100.586 | — | |
| CDiffPrediction Horizon (N)=202025.09 | — | — | — | — | — | — | 41.25 | — | — | 106.18 | — | |
| Dual-TPPPrediction Horizon=N=52026.04 | — | — | — | — | — | — | 11.719 | 0.591 | 1.296 | 106.697 | — | |
| Dual-TPPPrediction Horizon (N)=202025.09 | — | — | — | — | — | — | 41.75 | — | — | 117.58 | — | |
| EVILPrior information=Synthetic prior, Prediction Horizon=N=52026.04 | — | — | — | — | — | — | 11.913 | 0.773 | 0.972 | 86.366 | — | |
| EVILPrediction Horizon=N=52026.04 | — | — | — | — | — | — | 11.645 | 0.772 | 0.946 | 84.368 | — | |
| FIM-PPEvaluation protocol=Zero-shot, Prediction Horizon=N=52026.04 | — | — | — | — | — | — | 11.52 | 0.657 | 1.03 | 93.296 | — | |
| FIM-PPEvaluation protocol=Fine-tuning, Prediction Horizon=N=52026.04 | — | — | — | — | — | — | 10.353 | 0.527 | 0.99 | 86.443 | — | |
| FIM-PPEvaluation Protocol=zero-shot, Prediction Horizon (N)=202025.09 | — | — | — | — | — | — | 49.26 | — | — | 96.36 | — | |
| FIM-PPEvaluation Protocol=fine-tuned, Prediction Horizon (N)=202025.09 | — | — | — | — | — | — | 39.8 | — | — | 88.25 | — | |
| FullyNN2025.10 | — | — | 1.375 | — | — | — | — | — | — | — | — | |
| FullyNN2025.10 | — | — | 1.375 | — | — | — | — | — | — | — | — | |
| FullyNNEvaluation Protocol=from scratch2026.05 | — | — | — | — | — | — | — | — | 1.375 | — | — | |
| GRUwE2025.10 | — | — | 1.369 | — | 55.34 | — | — | — | — | — | — | |
| GRUwE2025.10 | — | — | 1.369 | — | 55.34 | — | — | — | — | — | — | |
| HYPROPrediction Horizon=N=52026.04 | — | — | — | — | — | — | 11.59 | 0.586 | 1.227 | 109.014 | — | |
| HYPROPrediction Horizon (N)=202025.09 | — | — | — | — | — | — | 42.4 | — | — | 111 | — | |
| IFTPPPrediction Horizon=N=52026.04 | — | — | — | — | — | — | 13.124 | 0.702 | 1.182 | 108.409 | — | |
| IFTPP2026.05 | — | — | — | — | — | — | — | — | 1.373 | — | 55.1 | |
| IFTPPPrediction Horizon (N)=202025.09 | — | — | — | — | — | — | 46.28 | — | — | 115.12 | — | |
| MHP2026.05 | — | — | — | — | — | — | — | — | 1.388 | — | 65 | |
| NHP2025.10 | — | — | 1.369 | — | 55.78 | — | — | — | — | — | — | |
| NHP2025.10 | — | — | 1.369 | — | 55.78 | — | — | — | — | — | — | |
| NHPPrediction Horizon=N=52026.04 | — | — | — | — | — | — | 11.807 | 0.596 | 1.261 | 108.074 | — | |
| NHP2026.05 | — | — | — | — | — | — | — | — | 1.372 | — | 55 | |
| NHPPrediction Horizon (N)=202025.09 | — | — | — | — | — | — | 43.79 | — | — | 116.95 | — | |
| ODETPP2026.05 | — | — | — | — | — | — | — | — | 1.374 | — | 56.8 | |
| RMTPP2025.10 | — | — | 1.37 | — | 57.5 | — | — | — | — | — | — | |
| RMTPP2025.10 | — | — | 1.37 | — | 57.5 | — | — | — | — | — | — | |
| RMTPP2026.05 | — | — | — | — | — | — | — | — | 1.376 | — | 57.3 | |
| SAHP2025.10 | — | — | 1.375 | — | 56.1 | — | — | — | — | — | — | |
| SAHP2025.10 | — | — | 1.375 | — | 56.1 | — | — | — | — | — | — | |
| SAHP2026.05 | — | — | — | — | — | — | — | — | 1.375 | — | 56.1 | |
| SNMPP2026.05 | — | — | — | — | — | — | — | — | 1.05 | — | 56.2 | |
| TCDDMPrediction Horizon=N=52026.04 | — | — | — | — | — | — | 11.41 | 0.63 | 1.201 | 107.893 | — | |
| TCDDMPrediction Horizon (N)=202025.09 | — | — | — | — | — | — | 42.13 | — | — | 107.66 | — | |
| THP2025.10 | — | — | 1.368 | — | 55.6 | — | — | — | — | — | — |