OpenCodePapers

link-prediction-on-fb15k-237

Link Prediction
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PaperCodeHits@1Hits@3Hits@10MRRMRtraining time (s)Hit@1Hit@10ModelNameReleaseDate
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction✓ Link0.3210.4540.5990.415114NBFNet2021-06-13
A Retrieve-and-Read Framework for Knowledge Graph Link Prediction✓ Link0.3150.4130.39KG-R3 (this work)2022-12-19
Relphormer: Relational Graph Transformer for Knowledge Graph Representations✓ Link0.3140.4810.371Relphormer2022-05-22
Self-Distillation with Meta Learning for Knowledge Graph Completion✓ Link0.3000.4280.5710.391MetaSD2023-05-20
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations✓ Link0.2980.4240.5680.389163ComplEx-N3-RP2021-10-06
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models✓ Link0.2980.5370.389SAFRAN2021-09-16
MoCoKGC: Momentum Contrast Entity Encoding for Knowledge Graph Completion0.2960.4310.5800.391MoCoKGC2024-11-12
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models0.2920.420.5780.387MoCoSA2023-08-16
Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings✓ Link0.2800.4040.5500.370185kNN-KGE2022-01-14
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion✓ Link0.2760.5600.371ComplEx-DURA2020-11-11
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction✓ Link0.2740.4060.5570.369MEIM2022-09-30
NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion✓ Link0.2720.4040.5470.366NePTuNe2021-04-15
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion✓ Link0.2710.4020.5520.365MEI2020-06-29
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View✓ Link0.2710.3990.5490.365157SE-GNN (ours)2021-09-24
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding✓ Link0.2690.4020.550.364RESCAL (SCE w/ LS pretrained)2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding✓ Link0.2690.40.5480.363RESCAL (SCE w/ LS)2021-06-14
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion✓ Link0.2680.400.5630.36590QuatDE2021-05-19
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction✓ Link0.2680.3960.5450.36SAttLE2021-12-20
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding0.2670.3960.5500.361154GC-OTE2019-11-09
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion✓ Link0.2660.4040.5620.365117StAR2020-04-30
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation✓ Link0.2660.3960.5470.359KERMIT2023-09-26
TuckER: Tensor Factorization for Knowledge Graph Completion✓ Link0.2660.3940.5440.358TuckER2019-01-28
GreenKGC: A Lightweight Knowledge Graph Completion Method✓ Link0.2650.3690.5070.345RotatE + GreenKGC (Ours)2022-08-19
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction✓ Link0.2640.3910.5450.357155LineaRE2020-04-21
Composition-based Multi-Relational Graph Convolutional Networks✓ Link0.2640.3900.5350.355197CompGCN2019-11-08
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations✓ Link0.2640.3880.5350.354TuckER-RP2021-10-06
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions✓ Link0.2630.5350.354172InteractE2019-11-01
Decompressing Knowledge Graph Representations for Link Prediction✓ Link0.2610.3880.5360.354RESCAL + Decom2019-11-11
Adaptive Convolution for Multi-Relational Learning0.2610.3850.5280.350ConvR2019-06-01
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion✓ Link0.260.390.540.35Structure-Aware Convolutional Networks2018-11-11
Low-Dimensional Hyperbolic Knowledge Graph Embeddings✓ Link0.2560.3900.5410.351RefE2020-05-01
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy✓ Link0.2560.3840.5350.349169DensE2020-08-11
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs✓ Link0.2550.3780.5160.343DRUM (T=3)2019-10-31
Hypernetwork Knowledge Graph Embeddings✓ Link0.2520.3760.5200.341HypER2018-08-21
GreenKGC: A Lightweight Knowledge Graph Completion Method✓ Link0.2510.3560.4930.331TransE + GreenKGC (Ours)2022-08-19
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction✓ Link0.250.3810.346HAKE2019-11-21
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models✓ Link0.2490.3650.5110.336SimKGCIB(+PB+SN)2022-03-04
Quaternion Knowledge Graph Embeddings✓ Link0.2480.3820.5500.34887QuatE2019-04-23
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation✓ Link0.2470.4100.5720.37383DaBR2024-12-05
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones✓ Link0.2470.3810.540.345ConE2021-10-28
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding✓ Link0.2460.3830.5400.344Rot-Pro2021-10-27
Multi-relational Poincaré Graph Embeddings✓ Link0.2450.3700.5210.336MuRP2019-05-23
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space✓ Link0.2410.3750.5330.338177RotatE2019-02-26
BoxE: A Box Embedding Model for Knowledge Base Completion✓ Link0.2380.5380.337BoxE2020-07-13
Convolutional 2D Knowledge Graph Embeddings✓ Link0.2370.3560.5010.325ConvE2017-07-05
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space✓ Link0.230.3650.5240.328178pRotatE2019-02-26
Multi-task Pre-training Language Model for Semantic Network Completion✓ Link0.2230.3360.4900.31154LP-BERT2022-01-13
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding✓ Link0.2170.3470.5110.314176857RotatE2019-03-02
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction✓ Link0.2000.3140.468.289125.9KGLM2022-11-04
Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets0.1990.3190.4790.29JoBi ComplEx2019-10-25
Translating Embeddings for Modeling Multi-relational Data✓ Link0.1987.47090.2904TransE2013-12-01
From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer✓ Link0.1920.3550.439GenKGC2022-02-04
MLMLM: Link Prediction with Mean Likelihood Masked Language Model0.18710.28200.40260.2591411MLMLM2020-09-15
R-GCN: The R Could Stand for Random✓ Link0.1570.2560.4120.238RR-GCN-PPV2022-03-04
Knowledge Graph Embedding via Dynamic Mapping Matrix✓ Link0.14830.46050.2527TransD2015-07-01
Convolutional 2D Knowledge Graph Embeddings✓ Link0.0070.0110.0140.0107030Inverse Model2017-07-05
HittER: Hierarchical Transformers for Knowledge Graph Embeddings✓ Link0.4090.3730.2790.558HittER2020-08-28
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding✓ Link0.5550.365AutoKGE2019-04-26
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations✓ Link0.550.366CP-N3-RP2021-10-06
Augmenting and Tuning Knowledge Graph Embeddings✓ Link0.5480.357DistMult (after variational EM)2019-07-01
A Retrieve-and-Read Framework for Knowledge Graph Link Prediction✓ Link0.539KG-R32022-12-19
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion✓ Link0.533108LASS2022-09-19
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs✓ Link0.5310.344203MDE_adv2019-05-25
Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities✓ Link0.5220.338186GFA-NN2021-06-01
KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods0.4890.3022031100KGRefiner2021-06-27
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding✓ Link0.48050.3021221ComplEx NSCaching2018-12-16
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules0.473424LogicENN2019-08-20
KBGAN: Adversarial Learning for Knowledge Graph Embeddings✓ Link0.4580.277KBGAN (TransD + ComplEx)2017-11-11
PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion✓ Link0.444144PALT2022-10-25
Complex Embeddings for Simple Link Prediction✓ Link0.428ComplEx2016-06-20
A Re-evaluation of Knowledge Graph Completion Methods✓ Link.421.309309ConvKB (Corrected)2019-11-10
KG-BERT: BERT for Knowledge Graph Completion✓ Link0.42153KG-BERT2019-09-07
Embedding Entities and Relations for Learning and Inference in Knowledge Bases✓ Link0.4190.241DistMult2014-12-20
A Re-evaluation of Knowledge Graph Completion Methods✓ Link.331.157270KBAT (Corrected)2019-11-10
A Re-evaluation of Knowledge Graph Completion Methods✓ Link.057.032446CapsE (Corrected)2019-11-10
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