Link prediction on YAGO3-10
0.609MRRKrausKGE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| KrausKGEκ=8, evaluation_protocol=reproduced2026.05 | 0.609 | — | 74.4 | 65.4 | 52.9 | — | |
| Ultra+[V3+]mode=Finetuned, setting=Transductive2026.05 | 0.607 | — | 73.5 | — | — | — | |
| Motifmode=Finetuned, setting=Transductive2026.05 | 0.603 | — | 73.5 | — | — | — | |
| KrausKGEκ=4, evaluation_protocol=reproduced2026.05 | 0.601 | — | 73.6 | 64.7 | 52.2 | — | |
| GoldEevaluation_protocol=reproduced2026.05 | 0.588 | — | 72.3 | 63.4 | 51 | — | |
| MEIMnumber of parameters=66.6 M2022.09 | 0.585 | — | — | — | — | — | |
| MEIM2022.09 | 0.585 | — | 71.6 | 0.625 | 51.4 | — | |
| KrausKGEκ=1, evaluation_protocol=reproduced2026.05 | 0.583 | — | 71.9 | 62.9 | 50.4 | — | |
| MEI 5x100Param. count=62.6M2020.06 | 0.578 | — | 71 | 62.2 | 50.5 | — | |
| MEInumber of parameters=66.5 M2022.09 | 0.578 | — | — | — | — | — | |
| MEI2022.09 | 0.578 | — | 70.9 | 0.622 | 50.5 | — | |
| ComplEx2025.10 | 0.577 | 793 | 71.29 | 40 | 50 | — | |
| RefHevaluation_protocol=original results2026.05 | 0.576 | — | 71.1 | 61.9 | 50.2 | — | |
| RotHnumber of parameters=61.6 M2022.09 | 0.57 | — | — | — | — | — | |
| RotH2022.09 | 0.57 | — | 70.6 | 0.612 | 49.5 | — | |
| RotHevaluation_protocol=reproduced2026.05 | 0.57 | — | 70.6 | 61.2 | 49.5 | — | |
| ComplEx-N3number of parameters=61.6 M2022.09 | 0.569 | — | — | — | — | — | |
| ComplEx-N32022.09 | 0.569 | — | 70.1 | 0.609 | 49.8 | — | |
| AttHevaluation_protocol=reproduced2026.05 | 0.568 | — | 70.2 | 61.2 | 49.3 | — | |
| HousEevaluation_protocol=original results2026.05 | 0.565 | — | 70.3 | 61.6 | 48.7 | — | |
| Ultramode=Finetuned, setting=Transductive2026.05 | 0.557 | — | 71 | — | — | — | |
| KG-FITBase Model=TransE, Frame=LHR2024.05 | 0.544 | 838 | 70.5 | — | 46.3 | 65 | |
| InteractE2022.09 | 0.541 | — | 68.7 | — | 46.2 | — | |
| HypER2018.08 | 0.533 | 2,529 | 67.8 | 58 | 45.5 | — | |
| KG-FITBase Model=TransE, Frame=Seed2024.05 | 0.529 | 952 | 70 | — | 42 | 63.8 | |
| TransE2022.09 | 0.501 | — | 67.4 | — | 40.6 | — | |
| DistMult2022.09 | 0.501 | — | 66.1 | — | 41.3 | — | |
| PKGCPLM=RoBERTa2024.05 | 0.501 | 1,225 | 66 | — | 42.6 | 59.6 | |
| TransE2025.10 | 0.501 | 1,187 | 67.3 | 52.8 | 40.5 | — | |
| DistMult2025.10 | 0.501 | 1,107 | 66.1 | 38 | 41.2 | — | |
| TransEFrame=Base2024.05 | 0.5 | 1,250 | 68.5 | — | 39.8 | 62.6 | |
| RotatE2025.10 | 0.498 | 1,830 | 67 | 55 | 40.5 | — | |
| RotatEnumber of parameters=61.6 M2022.09 | 0.495 | — | — | — | — | — | |
| RotatE2022.09 | 0.495 | — | 67 | 0.55 | 40.2 | — | |
| RotatEDim=500, #P(M)=123.2, Effi=0.0042024.07 | 0.495 | — | 67 | — | — | — | |
| RotatEevaluation_protocol=original results2026.05 | 0.495 | — | 67 | 55 | 40.2 | — | |
| ConvE2022.09 | 0.488 | — | 65.8 | — | 39.9 | — | |
| CSProm-KGPLM=BERT2024.05 | 0.488 | 1,145 | 67.5 | — | 45.1 | 62.4 | |
| ConvE2025.10 | 0.488 | 2,429 | 65.7 | 56 | 39.9 | — | |
| HolmE2025.10 | 0.441 | — | 64.1 | 50.7 | 33.3 | — | |
| ConvE2018.08 | 0.44 | 1,676 | 62 | 49 | 35 | — | |
| ConvEevaluation_protocol=original results2026.05 | 0.44 | — | 62 | 49 | 35 | — | |
| KGT5PLM=T52024.05 | 0.426 | — | 52.8 | — | 36.8 | — | |
| ComplEx2018.08 | 0.36 | 6,351 | 55 | 40 | 26 | — | |
| ComplExevaluation_protocol=reproduced2026.05 | 0.36 | — | 55 | 40 | 26 | — | |
| MuRPevaluation_protocol=original results2026.05 | 0.354 | — | 56.7 | 40 | 24.9 | — | |
| TorusE2022.09 | 0.342 | — | 47.4 | — | 27.4 | — | |
| DistMult2018.08 | 0.34 | 5,926 | 54 | 38 | 24 | — | |
| DistMultevaluation_protocol=original results2026.05 | 0.34 | — | 54 | 38 | 24 | — | |
| R-GCNevaluation_protocol=original results2026.05 | 0.318 | — | 52.1 | 36.2 | 21.1 | — | |
| MEDDim=20, #P(M)=4.9, Effi=0.0642024.07 | 0.313 | — | 52.8 | — | — | — | |
| EARLDim=100, #P(M)=3, Effi=0.1012024.07 | 0.302 | — | 49.8 | — | — | — | |
| NodePieceDim=100, #P(M)=4.1, Effi=0.062024.07 | 0.247 | — | 48.8 | — | — | — | |
| RotatEDim=20, #P(M)=4.8, Effi=0.0252024.07 | 0.121 | — | 26.2 | — | — | — | |
| LLM Emb.Model=text-embedding-3-large, Mode=zero-shot2024.05 | 0.015 | 18,780 | 3.2 | — | 0 | 1.9 | |
| LLM Emb.Model=text-embedding-3-small, Mode=zero-shot2024.05 | 0.009 | 22,741 | 2.4 | — | 0 | 1.6 |