Knowledge Graph Completion on WN18RR
89Hits@1Original
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| OriginalModel=ConvE2021.11 | 89 | — | 92 | — | — | — | — | |
| Random_g1Model=ConvE2021.11 | 89 | — | 92 | — | — | — | — | |
| Random_g2Model=ConvE2021.11 | 89 | — | 91 | — | — | — | — | |
| Random_nModel=ConvE2021.11 | 88 | — | 90 | — | — | — | — | |
| CRIAGEModel=ConvE2021.11 | 88 | — | 90 | — | — | — | — | |
| Inv_cosModel=ConvE2021.11 | 88 | — | 90 | — | — | — | — | |
| Zhang et al.Model=ConvE2021.11 | 87 | — | 90 | — | — | — | — | |
| Inv_truthModel=ConvE2021.11 | 87 | — | 90 | — | — | — | — | |
| Com_truthModel=ConvE2021.11 | 86 | — | 89 | — | — | — | — | |
| OriginalModel=DistMult2021.11 | 85 | — | 90 | — | — | — | — | |
| Inv_rankModel=ConvE2021.11 | 85 | — | 89 | — | — | — | — | |
| OriginalModel=ComplEx2021.11 | 84 | — | 89 | — | — | — | — | |
| CRIAGEModel=DistMult2021.11 | 84 | — | 87 | — | — | — | — | |
| Com_rankModel=ConvE2021.11 | 84 | — | 89 | — | — | — | — | |
| Random_nModel=DistMult2021.11 | 83 | — | 86 | — | — | — | — | |
| Random_g1Model=DistMult2021.11 | 83 | — | 88 | — | — | — | — | |
| Random_g1Model=ComplEx2021.11 | 83 | — | 88 | — | — | — | — | |
| Random_g2Model=DistMult2021.11 | 83 | — | 88 | — | — | — | — | |
| Random_g2Model=ComplEx2021.11 | 83 | — | 88 | — | — | — | — | |
| Inv_truthModel=DistMult2021.11 | 83 | — | 87 | — | — | — | — | |
| Inv_rankModel=DistMult2021.11 | 83 | — | 86 | — | — | — | — | |
| Com_truthModel=DistMult2021.11 | 83 | — | 86 | — | — | — | — | |
| Com_cosModel=ConvE2021.11 | 83 | — | 88 | — | — | — | — | |
| Inv_cosModel=DistMult2021.11 | 82 | — | 83 | — | — | — | — | |
| Zhang et al.Model=DistMult2021.11 | 81 | — | 82 | — | — | — | — | |
| Com_truthModel=ComplEx2021.11 | 81 | — | 86 | — | — | — | — | |
| Random_nModel=ComplEx2021.11 | 80 | — | 84 | — | — | — | — | |
| Inv_truthModel=ComplEx2021.11 | 80 | — | 86 | — | — | — | — | |
| Inv_rankModel=ComplEx2021.11 | 80 | — | 85 | — | — | — | — | |
| Com_rankModel=DistMult2021.11 | 80 | — | 85 | — | — | — | — | |
| Inv_cosModel=ComplEx2021.11 | 79 | — | 80 | — | — | — | — | |
| Com_rankModel=ComplEx2021.11 | 77 | — | 83 | — | — | — | — | |
| Com_cosModel=DistMult2021.11 | 77 | — | 86 | — | — | — | — | |
| Zhang et al.Model=ComplEx2021.11 | 74 | — | 76 | — | — | — | — | |
| Com_cosModel=ComplEx2021.11 | 70 | — | 82 | — | — | — | — | |
| KERMITLLM Backbone=phi3-medium2023.09 | 62.9 | 73.8 | 70 | 83.2 | — | — | — | |
| MoCoSAMethod Category=description-based methods2023.08 | 62.4 | 73.7 | 69.6 | 82 | — | — | — | |
| KERMITLLM Backbone=phi3-small2023.09 | 62.1 | 73.7 | 69.5 | 83 | — | — | — | |
| KERMITLLM Backbone=qwen2-7b2023.09 | 62 | 73.7 | 69.4 | 83.3 | — | — | — | |
| CP-KGC2023.09 | 59.9 | 72.1 | 67.3 | 80.4 | — | — | — | |
| GHN2023.09 | 59.6 | 71.9 | 67.8 | 82.1 | — | — | — | |
| GS-Quant2026.04 | 59.4 | 64.9 | 63.5 | 71.2 | — | — | — | |
| LERP2023.09 | 59.3 | 63.4 | 62.2 | 68.2 | — | — | — | |
| SimKGC_IB+SNMethod Category=text-based, In-batch negatives=true, Pre-batch negatives=false, Self-negatives=true2022.03 | 58.8 | 72.1 | 66.7 | 80.5 | — | — | — | |
| SimKGC_IB+PB+SNMethod Category=text-based, In-batch negatives=true, Pre-batch negatives=true, Self-negatives=true2022.03 | 58.7 | 71.7 | 66.6 | 80 | — | — | — | |
| SimKGCMethod Category=description-based methods2023.08 | 58.7 | 73.1 | 67.1 | 81.7 | — | — | — | |
| SimKGC2023.09 | 58.7 | 71.7 | 66.6 | 80 | — | — | — | |
| SimKGC_IBMethod Category=text-based, In-batch negatives=true, Pre-batch negatives=false, Self-negatives=false2022.03 | 58.5 | 73.1 | 67.1 | 81.7 | — | — | — | |
| SimKGC_IB+PBMethod Category=text-based, In-batch negatives=true, Pre-batch negatives=true, Self-negatives=false2022.03 | 57.8 | 72.3 | 66.6 | 81.7 | — | — | — | |
| DIFTMethod Category=LLM-based2026.04 | 56.9 | 63.8 | 61.7 | 70.8 | — | — | — | |
| SSQRMethod Category=LLM-based2026.04 | 55.3 | 62.7 | 60.3 | 69.2 | — | — | — | |
| CoLEMethod Category=Text-based2026.04 | 53.8 | 61.6 | 59.3 | 70.1 | — | — | — | |
| KG-S2SMethod Category=description-based methods2023.08 | 53.1 | 59.5 | 57.4 | 66.1 | — | — | — | |
| CSPromp-KGMethod Category=structure-based methods2023.08 | 52.2 | 59.6 | 57.5 | 67.8 | — | — | — | |
| RNNLogic+ + RotatE (Orig + AUG)Base Model=RNNLogic+ + RotatE, Rule Source=RNNLogic rules, Augmentation=AUG2024.07 | 51 | — | 55 | 63.5 | — | — | — | |
| MKGL2024.10 | 50 | 57.7 | 55.2 | 65.6 | — | — | — | |
| MKGLMethod Category=LLM-based2026.04 | 50 | 57.7 | 55.2 | 65.6 | — | — | — | |
| NBFNetClass=GNNs2021.06 | 49.7 | 57.3 | 55.1 | 66.6 | 636 | — | — | |
| NBFNet2026.06 | 49.7 | 57.3 | 55.1 | 66.6 | — | — | — | |
| KG-FITMethod Category=LLM-based2026.04 | 48.8 | — | 55.3 | 69.5 | — | — | — | |
| RNNLogic+ (Orig + AUG)Base Model=RNNLogic+, Rule Source=RNNLogic rules, Augmentation=AUG2024.07 | 48.3 | — | 52.7 | 61.3 | — | — | — | |
| C-LMKEMethod Category=description-based methods2023.08 | 48 | 67.5 | 59.8 | 80.6 | — | — | — | |
| KICGPTMethod Category=LLM-based2026.04 | 47.8 | 61.2 | 56.4 | 67.7 | — | — | — | |
| MEM-KGCMethod Category=Text-based2026.04 | 47.5 | 60.4 | 55.7 | 70.4 | — | — | — | |
| RNNLogic+ + RotatE (RW + AUG)Base Model=RNNLogic+ + RotatE, Rule Source=Random Walks, Augmentation=AUG2024.07 | 47.4 | — | 51.1 | 58.5 | — | — | — | |
| RNNLogic+ + RotatE (Orig)Base Model=RNNLogic+ + RotatE, Rule Source=RNNLogic rules, Augmentation=None2024.07 | 47.4 | — | 51.6 | 60.2 | — | — | — | |
| KICGPT2024.10 | 47.4 | 58.5 | 54.9 | 64.1 | — | — | — | |
| KICGPT2023.09 | 47.4 | 58.5 | 54.9 | 64.1 | — | — | — | |
| RNNLogic2023.09 | 47.1 | 53.2 | 51.3 | 59.7 | — | — | — | |
| DET2024.10 | 46.5 | — | 50.7 | 58.5 | — | — | — | |
| RCDAL (layer count)=2, Base model=RotatE2026.06 | 45.8 | 50.6 | 49.3 | 56.2 | — | — | — | |
| RCDAL (layer count)=0, Base model=ComplEx2026.06 | 45.6 | 50.1 | 48.5 | 53.5 | — | — | — | |
| RNNLogic+ (Orig)Base Model=RNNLogic+, Rule Source=RNNLogic rules, Augmentation=None2024.07 | 45.5 | — | 49.6 | 57.4 | — | — | — | |
| Rotate4DScoring function=geometric distance2024.12 | 45.5 | 51.8 | 49.9 | 58.7 | 3,167 | — | — | |
| ConEDimension=best of {100, 250, 500}2021.10 | 45.3 | 51.5 | 49.6 | 57.9 | — | — | — | |
| HAKEClass=Embeddings2021.06 | 45.2 | 51.6 | 49.7 | 58.2 | — | — | — | |
| FTL-LM2024.10 | 45.2 | 63.7 | 54.3 | 77.3 | — | — | — | |
| HAKEDimension=best of {100, 250, 500}2021.10 | 45.1 | 51.3 | 49.6 | 58.2 | — | — | — | |
| RNNLogic+ + RotatE (RW)Base Model=RNNLogic+ + RotatE, Rule Source=Random Walks, Augmentation=None2024.07 | 45.1 | — | 48.7 | 55.9 | — | — | — | |
| CoKE2024.10 | 45 | 49.6 | 48.4 | 55.3 | — | — | — | |
| CompoundEScoring function=geometric distance2024.12 | 45 | 50.8 | 49.1 | 57.6 | — | — | — | |
| HAQEScoring function=geometric distance2024.12 | 45 | 51.2 | 49.6 | 58.4 | — | — | — | |
| FHREScoring function=geometric distance2024.12 | 45 | 51 | 49.4 | 56.3 | — | — | — | |
| TransERRScoring function=geometric distance2024.12 | 45 | 52 | 50.1 | 60.5 | 1,167 | — | — | |
| DaBRScoring function=semantic matching and geometric distance2024.12 | 45 | 53.8 | 51 | 62.2 | 899 | — | — | |
| RotHDimension=best of {100, 250, 500}2021.10 | 44.9 | 51.4 | 49.5 | 58.6 | — | — | — | |
| RotateCTScoring function=geometric distance2024.12 | 44.8 | 50.7 | 49.2 | 57.9 | 3,285 | — | — | |
| DCNEScoring function=geometric distance2024.12 | 44.8 | 51 | 49.2 | 58.1 | 3,244 | — | — | |
| ConvQEScoring function=semantic matching2024.12 | 44.7 | 50.2 | 48.7 | 56.3 | — | — | — | |
| DualEScoring function=semantic matching2024.12 | 44.4 | 51.3 | 49.2 | 58.4 | 2,270 | — | — | |
| TuckERDimension=best of {100, 250, 500}2021.10 | 44.3 | 48.2 | 47 | 52.6 | — | — | — | |
| TuckERMethod Category=embedding-based2022.03 | 44.3 | 48.2 | 47 | 52.6 | — | — | — | |
| TuckERMethod Category=structure-based methods2023.08 | 44.3 | 48.2 | 47 | 52.6 | — | — | — | |
| RNNLogic+ (RW + AUG)Base Model=RNNLogic+, Rule Source=Random Walks, Augmentation=AUG2024.07 | 44.3 | — | 47.7 | 54.3 | — | — | — | |
| TuckER2024.10 | 44.3 | 52.6 | 47 | 52.6 | — | — | — | |
| CompGCN2024.10 | 44.3 | 49.4 | 47.9 | 54.6 | — | — | — | |
| TuckERScoring function=semantic matching2024.12 | 44.3 | 48.2 | 47 | 52.6 | — | — | — | |
| ATTHScoring function=geometric distance2024.12 | 44.3 | 49.9 | 48.6 | 57.3 | — | — | — | |
| TuckER2023.09 | 44.3 | 48.2 | 47 | 52.6 | — | — | — | |
| TuckERMethod Category=Embedding-based2026.04 | 44.3 | 48.2 | 47 | 52.6 | — | — | — |