Link Prediction on FB15k-237
69MRRCom_rank
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Com_rankKGE Model=TransE, Attack Category=Composition Pattern2021.11 | 69 | 48 | — | — | — | — | — | — | — | — | — | — | |
| Com_truthKGE Model=TransE, Attack Category=Composition Pattern2021.11 | 65 | 51 | — | — | — | — | — | — | — | — | — | — | |
| OriginalKGE Model=TransE2021.11 | 63 | 48 | — | — | — | — | — | — | — | — | — | — | |
| Com_cosKGE Model=TransE, Attack Category=Composition Pattern2021.11 | 63 | 49 | — | — | — | — | — | — | — | — | — | — | |
| Random_g1KGE Model=TransE2021.11 | 62 | 46 | — | — | — | — | — | — | — | — | — | — | |
| Sym_truthKGE Model=TransE, Attack Category=Symmetry Pattern2021.11 | 62 | 48 | — | — | — | — | — | — | — | — | — | — | |
| Inv_truthKGE Model=TransE, Attack Category=Inversion Pattern2021.11 | 62 | 46 | — | — | — | — | — | — | — | — | — | — | |
| OriginalKGE Model=DistMult2021.11 | 61 | 38 | — | — | — | — | — | — | — | — | — | — | |
| OriginalKGE Model=ComplEx2021.11 | 61 | 45 | — | — | — | — | — | — | — | — | — | — | |
| OriginalKGE Model=ConvE2021.11 | 61 | 45 | — | — | — | — | — | — | — | — | — | — | |
| Random_g2KGE Model=TransE2021.11 | 61 | 46 | — | — | — | — | — | — | — | — | — | — | |
| Random_nKGE Model=TransE2021.11 | 60 | 45 | — | — | — | — | — | — | — | — | — | — | |
| Inv_cosKGE Model=TransE, Attack Category=Inversion Pattern2021.11 | 59 | 44 | — | — | — | — | — | — | — | — | — | — | |
| Inv_rankKGE Model=TransE, Attack Category=Inversion Pattern2021.11 | 58 | 42 | — | — | — | — | — | — | — | — | — | — | |
| Random_g1KGE Model=ConvE2021.11 | 57 | 43 | — | — | — | — | — | — | — | — | — | — | |
| Random_g2KGE Model=ConvE2021.11 | 57 | 42 | — | — | — | — | — | — | — | — | — | — | |
| Zhang et al.KGE Model=TransE2021.11 | 57 | 42 | — | — | — | — | — | — | — | — | — | — | |
| Com_truthKGE Model=ConvE, Attack Category=Composition Pattern2021.11 | 57 | 43 | — | — | — | — | — | — | — | — | — | — | |
| Random_nKGE Model=ConvE2021.11 | 56 | 41 | — | — | — | — | — | — | — | — | — | — | |
| CRIAGEKGE Model=ConvE2021.11 | 56 | 41 | — | — | — | — | — | — | — | — | — | — | |
| Sym_truthKGE Model=ComplEx, Attack Category=Symmetry Pattern2021.11 | 56 | 41 | — | — | — | — | — | — | — | — | — | — | |
| Inv_truthKGE Model=ConvE, Attack Category=Inversion Pattern2021.11 | 56 | 41 | — | — | — | — | — | — | — | — | — | — | |
| Inv_rankKGE Model=DistMult, Attack Category=Inversion Pattern2021.11 | 56 | 43 | — | — | — | — | — | — | — | — | — | — | |
| Inv_cosKGE Model=ConvE, Attack Category=Inversion Pattern2021.11 | 56 | 42 | — | — | — | — | — | — | — | — | — | — | |
| Com_truthKGE Model=DistMult, Attack Category=Composition Pattern2021.11 | 56 | 42 | — | — | — | — | — | — | — | — | — | — | |
| Com_rankKGE Model=DistMult, Attack Category=Composition Pattern2021.11 | 56 | 42 | — | — | — | — | — | — | — | — | — | — | |
| Com_rankKGE Model=ConvE, Attack Category=Composition Pattern2021.11 | 56 | 41 | — | — | — | — | — | — | — | — | — | — | |
| Com_cosKGE Model=DistMult, Attack Category=Composition Pattern2021.11 | 56 | 43 | — | — | — | — | — | — | — | — | — | — | |
| Com_cosKGE Model=ComplEx, Attack Category=Composition Pattern2021.11 | 56 | 42 | — | — | — | — | — | — | — | — | — | — | |
| Com_cosKGE Model=ConvE, Attack Category=Composition Pattern2021.11 | 56 | 42 | — | — | — | — | — | — | — | — | — | — | |
| Random_g1KGE Model=ComplEx2021.11 | 55 | 41 | — | — | — | — | — | — | — | — | — | — | |
| Random_g2KGE Model=DistMult2021.11 | 55 | 41 | — | — | — | — | — | — | — | — | — | — | |
| Random_g2KGE Model=ComplEx2021.11 | 55 | 40 | — | — | — | — | — | — | — | — | — | — | |
| Sym_rankKGE Model=ConvE, Attack Category=Symmetry Pattern2021.11 | 55 | 38 | — | — | — | — | — | — | — | — | — | — | |
| Sym_cosKGE Model=TransE, Attack Category=Symmetry Pattern2021.11 | 55 | 40 | — | — | — | — | — | — | — | — | — | — | |
| Inv_truthKGE Model=DistMult, Attack Category=Inversion Pattern2021.11 | 55 | 41 | — | — | — | — | — | — | — | — | — | — | |
| Inv_rankKGE Model=ComplEx, Attack Category=Inversion Pattern2021.11 | 55 | 40 | — | — | — | — | — | — | — | — | — | — | |
| Inv_rankKGE Model=ConvE, Attack Category=Inversion Pattern2021.11 | 55 | 40 | — | — | — | — | — | — | — | — | — | — | |
| Com_truthKGE Model=ComplEx, Attack Category=Composition Pattern2021.11 | 55 | 41 | — | — | — | — | — | — | — | — | — | — | |
| Com_rankKGE Model=ComplEx, Attack Category=Composition Pattern2021.11 | 55 | 40 | — | — | — | — | — | — | — | — | — | — | |
| GAATModel type=Not based on language models2022.11 | 54.7 | 51.2 | 57.2 | 187 | 65 | — | — | — | — | — | — | — | |
| Random_nKGE Model=DistMult2021.11 | 54 | 40 | — | — | — | — | — | — | — | — | — | — | |
| Random_nKGE Model=ComplEx2021.11 | 54 | 40 | — | — | — | — | — | — | — | — | — | — | |
| Random_g1KGE Model=DistMult2021.11 | 54 | 40 | — | — | — | — | — | — | — | — | — | — | |
| Zhang et al.KGE Model=ConvE2021.11 | 54 | 39 | — | — | — | — | — | — | — | — | — | — | |
| CRIAGEKGE Model=DistMult2021.11 | 54 | 41 | — | — | — | — | — | — | — | — | — | — | |
| Inv_truthKGE Model=ComplEx, Attack Category=Inversion Pattern2021.11 | 54 | 40 | — | — | — | — | — | — | — | — | — | — | |
| Inv_cosKGE Model=DistMult, Attack Category=Inversion Pattern2021.11 | 54 | 40 | — | — | — | — | — | — | — | — | — | — | |
| Zhang et al.KGE Model=DistMult2021.11 | 53 | 39 | — | — | — | — | — | — | — | — | — | — | |
| Sym_rankKGE Model=DistMult, Attack Category=Symmetry Pattern2021.11 | 53 | 39 | — | — | — | — | — | — | — | — | — | — | |
| Sym_rankKGE Model=ComplEx, Attack Category=Symmetry Pattern2021.11 | 53 | 38 | — | — | — | — | — | — | — | — | — | — | |
| Sym_rankKGE Model=TransE, Attack Category=Symmetry Pattern2021.11 | 53 | 36 | — | — | — | — | — | — | — | — | — | — | |
| Inv_cosKGE Model=ComplEx, Attack Category=Inversion Pattern2021.11 | 53 | 39 | — | — | — | — | — | — | — | — | — | — | |
| Sym_cosKGE Model=ConvE, Attack Category=Symmetry Pattern2021.11 | 52 | 37 | — | — | — | — | — | — | — | — | — | — | |
| Zhang et al.KGE Model=ComplEx2021.11 | 51 | 38 | — | — | — | — | — | — | — | — | — | — | |
| Sym_truthKGE Model=DistMult, Attack Category=Symmetry Pattern2021.11 | 51 | 36 | — | — | — | — | — | — | — | — | — | — | |
| Sym_truthKGE Model=ConvE, Attack Category=Symmetry Pattern2021.11 | 51 | 34 | — | — | — | — | — | — | — | — | — | — | |
| Sym_cosKGE Model=ComplEx, Attack Category=Symmetry Pattern2021.11 | 51 | 38 | — | — | — | — | — | — | — | — | — | — | |
| ExpressGNN2026.06 | 49 | 43 | — | — | — | — | — | — | — | — | 0.971 | 0 | |
| GMTType=Ours2025.10 | 48.8 | 39.4 | 50.5 | — | 62.9 | — | — | — | — | — | — | — | |
| GLTW7bType=LLM-based2025.10 | 46.9 | 35.1 | 48.1 | — | 61.4 | — | — | — | — | — | — | — | |
| ReaLMMethod Category=LLM-based Methods2025.10 | 46.7 | 40.2 | 49.8 | — | 60.3 | — | — | — | — | — | — | — | |
| Sym_cosKGE Model=DistMult, Attack Category=Symmetry Pattern2021.11 | 46 | 31 | — | — | — | — | — | — | — | — | — | — | |
| SSQR-LLaMA3.1Method Category=LLM-based Methods, Backbone LLM=LLaMA3.12025.10 | 45.9 | 39.3 | 49.1 | — | 59.7 | — | — | — | — | — | — | — | |
| SSQR-LLaMA2Type=LLM-based2025.10 | 44.9 | 37.4 | 49.1 | — | 59.7 | — | — | — | — | — | — | — | |
| SSQR-LLaMA2Method Category=LLM-based Methods, Backbone LLM=LLaMA22025.10 | 44.9 | 37.4 | 49.1 | — | 59.7 | — | — | — | — | — | — | — | |
| AdaPropType=Emb-based2025.10 | 41.7 | 33.1 | — | — | 58.5 | — | — | — | — | — | — | — | |
| MKGLType=LLM-based2025.10 | 41.5 | 32.5 | 45.4 | — | 59.1 | — | — | — | — | — | — | — | |
| MKGLMethod Category=LLM-based Methods2025.10 | 41.5 | 32.5 | 45.4 | — | 59.1 | — | — | — | — | — | — | — | |
| KICGPTType=LLM-based2025.10 | 41.2 | 32.7 | 44.8 | — | 55.4 | — | — | — | — | — | — | — | |
| KICGPTMethod Category=LLM-based Methods2025.10 | 41.2 | 32.7 | 44.8 | — | 55.4 | — | — | — | — | — | — | — | |
| ARRType=LLM-based2025.10 | 39.8 | — | 43.6 | — | — | — | — | — | — | — | — | — | |
| MA-GNNType=Emb-based2025.10 | 37.9 | 28.2 | 41.5 | — | 56.9 | — | — | — | — | — | — | — | |
| KrausKGEκ=4, evaluation_protocol=reproduced2026.05 | 37.9 | 28.4 | 41.4 | — | 56.7 | — | — | — | — | — | — | — | |
| DiffusionEType=Emb-based2025.10 | 37.6 | 29.4 | — | — | 53.9 | — | — | — | — | — | — | — | |
| KrausKGEκ=8, evaluation_protocol=reproduced2026.05 | 37.6 | 28.6 | 41.2 | — | 57.1 | — | — | — | — | — | — | — | |
| HittERCategory=Transformer-based models2022.05 | 37.3 | 27.9 | — | — | 55.8 | — | — | — | — | — | — | — | |
| HittERMethod Category=Embedding Methods2025.10 | 37.3 | 27.9 | 40.9 | — | 55.8 | — | — | — | — | — | — | — | |
| RelphormerCategory=Transformer-based models2022.05 | 37.1 | 31.4 | — | — | 48.1 | — | — | — | — | — | — | — | |
| KG-FITBase Model=pRotatE, Frame=LHR2024.05 | 37.1 | 27.7 | — | 119 | 57.2 | 48.3 | — | — | — | — | — | — | |
| UniBi-O(2)order=22023.09 | 37 | 27.4 | — | — | 56.1 | — | — | — | — | — | — | — | |
| GoldEevaluation_protocol=reproduced2026.05 | 37 | 27.7 | 40.5 | — | 55.8 | — | — | — | — | — | — | — | |
| MEIMnumber of parameters=7.4 M2022.09 | 36.9 | — | — | — | — | — | — | — | — | — | — | — | |
| MEIM2022.09 | 36.9 | 27.4 | 0.406 | — | 55.7 | — | — | — | — | — | — | — | |
| UniBi-O(3)order=32023.09 | 36.9 | 27.4 | — | — | 56.1 | — | — | — | — | — | — | — | |
| KG-FITBase Model=RotatE, Frame=LHR2024.05 | 36.9 | 27.4 | — | 120 | 57 | 48.8 | — | — | — | — | — | — | |
| RESCAL-DURAGenre=Translational distance models2022.01 | 36.8 | 27.6 | — | — | 55 | — | — | — | — | — | — | — | |
| RelEns-DSC2023.10 | 36.8 | 27.46 | 40.46 | — | 55.54 | — | — | — | — | — | — | — | |
| TCRAType=Emb-based2025.10 | 36.7 | 27.5 | 40.3 | — | 55.4 | — | — | — | — | — | — | — | |
| TCRAMethod Category=Embedding Methods2025.10 | 36.7 | 27.5 | 40.3 | — | 55.4 | — | — | — | — | — | — | — | |
| ComplEx2025.10 | 36.7 | — | — | 144 | — | — | — | 27.1 | 27.5 | 55.8 | — | — | |
| QuatEN3 regularization=true, Reciprocal learning=true2019.04 | 36.6 | 27.1 | 40.1 | — | 55.6 | — | — | — | — | — | — | — | |
| QuatDEGenre=Translational distance models2022.01 | 36.5 | 26.8 | 40 | 90 | 56.3 | — | — | — | — | — | — | — | |
| MEInumber of parameters=7.4 M2022.09 | 36.5 | — | — | — | — | — | — | — | — | — | — | — | |
| RAGAT2022.09 | 36.5 | 27.3 | 0.401 | — | 54.7 | — | — | — | — | — | — | — | |
| MEI2022.09 | 36.5 | 27.1 | 0.402 | — | 55.2 | — | — | — | — | — | — | — | |
| QuatDEModel type=Not based on language models2022.11 | 36.5 | 26.8 | 40 | 90 | 56.3 | — | — | — | — | — | — | — | |
| MEI 3x100Param. count=5.4M2020.06 | 36.4 | 27 | 39.8 | — | 55 | — | — | — | — | — | — | — | |
| RESCALn=5002023.09 | 36.4 | 27.2 | — | — | 54.7 | — | — | — | — | — | — | — | |
| ComplExn=5002023.09 | 36.3 | 26.9 | — | — | 55.2 | — | — | — | — | — | — | — |