Temporal Knowledge Graph Forecasting on ICEWS 18
0.467MRREST-LSTM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EST-LSTMBackbone=LSTM2026.02 | 0.467 | 0.407 | 0.49 | 0.585 | |
| EST-TransformerBackbone=Transformer2026.02 | 0.466 | 0.405 | 0.49 | 0.583 | |
| EST-RNNBackbone=RNN2026.02 | 0.458 | 0.398 | 0.48 | 0.575 | |
| EST-MambaBackbone=Mamba2026.02 | 0.449 | 0.383 | 0.475 | 0.576 | |
| OntoTKGECategory=ours, Base Model=LogCL2026.04 | 0.426 | 0.298 | — | 0.681 | |
| OntoTKGECategory=ours, Base Model=HisRES2026.04 | 0.412 | 0.284 | — | 0.666 | |
| OntoTKGECategory=ours, Base Model=TiRGN2026.04 | 0.39 | 0.268 | — | 0.634 | |
| OntoTKGECategory=ours, Base Model=RETIA2026.04 | 0.384 | 0.264 | — | 0.623 | |
| OntoTKGECategory=ours, Base Model=RE-GCN2026.04 | 0.371 | 0.25 | — | 0.615 | |
| LLM-DACategory=baseline, Base Model=HisRES2026.04 | 0.369 | 0.259 | — | 0.581 | |
| DiffuTKG2026.02 | 0.367 | 0.257 | — | 0.578 | |
| HisRESCategory=base model2026.04 | 0.363 | 0.25 | — | 0.586 | |
| JOIECategory=baseline, Base Model=HisRES2026.04 | 0.362 | 0.248 | — | 0.588 | |
| HyperCLCategory=baseline, Base Model=HisRES2026.04 | 0.36 | 0.246 | — | 0.583 | |
| Re-Temp2026.02 | 0.358 | 0.25 | 0.404 | 0.573 | |
| LogCL2026.02 | 0.357 | 0.245 | 0.403 | 0.577 | |
| LLM-DACategory=baseline, Base Model=TiRGN2026.04 | 0.357 | 0.255 | — | 0.57 | |
| HyperCLCategory=baseline, Base Model=LogCL2026.04 | 0.356 | 0.243 | — | 0.581 | |
| JOIECategory=baseline, Base Model=LogCL2026.04 | 0.355 | 0.241 | — | 0.581 | |
| CognTKE2026.02 | 0.352 | 0.252 | 0.399 | 0.547 | |
| LogCLCategory=base model2026.04 | 0.351 | 0.243 | — | 0.574 | |
| LLM-DACategory=baseline, Base Model=LogCL2026.04 | 0.351 | 0.241 | — | 0.565 | |
| HiSMatch2026.02 | 0.34 | 0.239 | 0.379 | 0.539 | |
| ANELCategory=baseline, Base Model=TiRGN2026.04 | 0.34 | 0.235 | — | 0.547 | |
| DSEP2026.02 | 0.338 | 0.232 | 0.382 | 0.545 | |
| TiRGN2026.02 | 0.337 | 0.232 | 0.38 | 0.542 | |
| ANELCategory=baseline, Base Model=RE-GCN2026.04 | 0.335 | 0.231 | — | 0.531 | |
| TiRGNCategory=base model2026.04 | 0.333 | 0.229 | — | 0.54 | |
| JOIECategory=baseline, Base Model=TiRGN2026.04 | 0.329 | 0.225 | — | 0.533 | |
| HyperCLCategory=baseline, Base Model=TiRGN2026.04 | 0.327 | 0.223 | — | 0.529 | |
| JOIECategory=baseline, Base Model=RE-GCN2026.04 | 0.326 | 0.22 | — | 0.531 | |
| RE-GCNCategory=base model2026.04 | 0.325 | 0.223 | — | 0.522 | |
| RETIA2026.02 | 0.324 | 0.222 | 0.365 | 0.529 | |
| HyperCLCategory=baseline, Base Model=RE-GCN2026.04 | 0.323 | 0.219 | — | 0.528 | |
| RETIACategory=base model2026.04 | 0.323 | 0.22 | — | 0.528 | |
| LLM-DACategory=baseline, Base Model=RE-GCN2026.04 | 0.32 | 0.218 | — | 0.519 | |
| HyperCLCategory=baseline, Base Model=RETIA2026.04 | 0.32 | 0.218 | — | 0.521 | |
| JOIECategory=baseline, Base Model=RETIA2026.04 | 0.319 | 0.217 | — | 0.519 | |
| CEN2026.02 | 0.315 | 0.217 | 0.354 | 0.506 | |
| RE-GCN2026.02 | 0.306 | 0.21 | 0.343 | 0.488 | |
| TIter2026.02 | 0.3 | 0.221 | 0.335 | 0.448 | |
| xERTE2026.02 | 0.293 | 0.21 | 0.335 | 0.465 | |
| RE-NET2026.02 | 0.288 | 0.191 | 0.324 | 0.475 | |
| CENET2026.02 | 0.279 | 0.182 | 0.316 | 0.47 | |
| PPT2026.02 | 0.266 | 0.169 | 0.306 | 0.454 | |
| CyGNet2026.02 | 0.249 | 0.159 | 0.283 | 0.426 | |
| LLM-DACategory=baseline, Base Model=RETIA2026.04 | 0.243 | 0.151 | — | 0.43 |