Link Prediction on FB15k-237 v1 (test)
0.594Hit@10SynergyKGC
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SynergyKGCMethod Category=Text-based / Hybrid2026.02 | 0.594 | — | 0.399 | — | — | 0.302 | 0.436 | |
| RotatEMethod Category=Embedding-based2026.02 | 0.571 | — | 0.476 | — | — | 0.428 | 0.492 | |
| TuckERMethod Category=Embedding-based2026.02 | 0.544 | — | 0.358 | — | — | 0.266 | 0.394 | |
| RotatEModel=RotatE [28]2019.05 | 0.533 | 177 | 0.338 | — | — | — | — | |
| RotatEVocabulary size |V|=15k + 0.5k, Parameters #P (M)=292021.06 | 0.533 | — | 0.338 | 100 | — | — | — | |
| MDEadvself-adversarial negative sampling=true, negative samples per positive sample=1, vector size=50-2002019.05 | 0.531 | 203 | 0.344 | — | — | — | — | |
| ProgKGCMethod Category=Text-based / Hybrid2026.02 | 0.523 | — | 0.344 | — | — | 0.255 | 0.375 | |
| SimKGCMethod Category=Text-based / Hybrid2026.02 | 0.511 | — | 0.336 | — | — | 0.249 | 0.362 | |
| KG-S2SMethod Category=Text-based / Hybrid2026.02 | 0.498 | — | 0.336 | — | — | 0.256 | 0.371 | |
| ConvEModel=ConvE [8]2019.05 | 0.491 | 246 | 0.316 | — | — | — | — | |
| LP-BERTMethod Category=Text-based / Hybrid2026.02 | 0.49 | — | 0.31 | — | — | 0.223 | 0.336 | |
| MDEnegative samples per positive sample=1, vector size=50-2002019.05 | 0.484 | 189 | 0.288 | — | — | — | — | |
| StARMethod Category=Text-based / Hybrid2026.02 | 0.482 | — | 0.296 | — | — | 0.205 | 0.322 | |
| ComplExMethod Category=Embedding-based2026.02 | 0.45 | — | 0.278 | — | — | 0.194 | 0.297 | |
| DistMultMethod Category=Embedding-based2026.02 | 0.446 | — | 0.281 | — | — | 0.199 | 0.301 | |
| TransEMethod Category=Embedding-based2026.02 | 0.441 | — | 0.279 | — | — | 0.198 | 0.376 | |
| ComplExModel=ComplEx [31]2019.05 | 0.428 | 339 | 0.247 | — | — | — | — | |
| NodePiece + RotatE (no rel. context)Vocabulary size |V|=1k + 0.5k, Parameters #P (M)=2, relational_context=false2021.06 | 0.425 | — | 0.258 | 80 | — | — | — | |
| NodePiece + RotatE (no distances)Vocabulary size |V|=1k + 0.5k, Parameters #P (M)=3.2, distances=false2021.06 | 0.421 | — | 0.254 | 79 | — | — | — | |
| NodePiece + RotatEVocabulary size |V|=1k + 0.5k, Parameters #P (M)=3.22021.06 | 0.42 | — | 0.256 | 79 | — | — | — | |
| KG-BERTMethod Category=Text-based / Hybrid2026.02 | 0.42 | — | — | — | — | — | — | |
| DistMultModel=DistMult [36]2019.05 | 0.419 | 254 | 0.241 | — | — | — | — | |
| NodePiece + RotatE (no anchors, rels only)Vocabulary size |V|=0 + 0.5k, Parameters #P (M)=1.4, anchors=false2021.06 | 0.355 | — | 0.204 | 67 | — | — | — | |
| GraILsetting=transductive2024.08 | — | — | — | — | 71.93 | — | — | |
| RESTsetting=transductive2024.08 | — | — | — | — | 88.01 | — | — | |
| RuleNsetting=transductive2024.08 | — | — | — | — | 67.53 | — | — |