OpenCodePapers

link-prediction-on-wn18rr

Link Prediction
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PaperCodeHits@10Hits@3Hits@1MRRMRModelNameReleaseDate
MoCoKGC: Momentum Contrast Entity Encoding for Knowledge Graph Completion0.8810.7920.6650.742MoCoKGC2024-11-12
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation✓ Link0.8320.7380.6290.700KERMIT2023-09-26
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models0.820.7370.6240.696MoCoSA2023-08-16
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models✓ Link0.8170.7310.5880.671SimKGCIB(+PB+SN)2022-03-04
Language Models as Knowledge Embeddings✓ Link0.7890.6710.5230.61979C-LMKE(bert-base)2022-06-25
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion✓ Link0.78635LASS2022-09-19
Multi-task Pre-training Language Model for Semantic Network Completion✓ Link0.7520.5630.3430.48292LP-BERT2022-01-13
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction✓ Link0.7410.5380.3300.46740.18KGLM2022-11-04
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion✓ Link0.7090.4910.2430.40151StAR(Self-Adp)2020-04-30
PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion✓ Link0.69361PALT2022-10-25
Logical Entity Representation in Knowledge-Graphs for Differentiable Rule Learning✓ Link0.6820.6340.5930.622LERP2023-05-22
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction✓ Link0.6660.5730.4970.551636NBFNet2021-06-13
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation✓ Link0.6220.5380.4500.510899DaBR2024-12-05
MLMLM: Link Prediction with Mean Likelihood Masked Language Model0.6110.54180.43910.50171603MLMLM2020-09-15
Knowledge Graph Embedding via Graph Attenuated Attention Networks0.6040.5250.4240.4671270GAAT2019-12-31
Relphormer: Relational Graph Transformer for Knowledge Graph Representations✓ Link0.5910.4480.495Relphormer2022-05-22
Predicting Semantic Relations using Global Graph Properties✓ Link0.59020.45370.4983M3GM2018-08-27
Low-Dimensional Hyperbolic Knowledge Graph Embeddings✓ Link0.5860.5140.449.496RotH2020-05-01
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs✓ Link0.5860.5130.4250.486DRUM (T=3)2019-10-31
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion✓ Link0.5860.5090.4380.4891977QuatDE2021-05-19
HittER: Hierarchical Transformers for Knowledge Graph Embeddings✓ Link0.5840.5160.4620.503HittER2020-08-28
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding0.5830.5110.4420.4912715GC-OTE2019-11-09
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction✓ Link0.5820.5160.4520.497HAKE2019-11-21
Quaternion Knowledge Graph Embeddings✓ Link0.5820.5080.4380.4882314QuatE2019-04-23
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs✓ Link0.5810.4830.3610.441940.0KBGAT2019-06-04
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones✓ Link0.5790.5150.4530.496ConE2021-10-28
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy✓ Link0.5790.5080.4430.4913052DensE2020-08-11
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction✓ Link0.5780.5090.4530.4951644LineaRE2020-04-21
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations✓ Link0.5780.5050.4430.488ComplEx-N3-RP2021-10-06
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models✓ Link0.5780.4590.502SAFRAN (white box, rule based)2021-09-16
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction✓ Link0.5770.5180.4580.499MEIM2022-09-30
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding✓ Link0.5770.4820.3970.457Rot-Pro2021-10-27
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion✓ Link0.5770.4550.498RESCAL-DURA2020-11-11
Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities✓ Link0.5750.4863390GFA-NN2021-06-01
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View✓ Link0.5720.5090.4460.4843211SE-GNN (ours)2021-09-24
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space✓ Link0.5710.4920.4280.4763340RotatE2019-02-26
Self-Distillation with Meta Learning for Knowledge Graph Completion✓ Link0.5700.5040.4470.491MetaSD2023-05-20
Canonical Tensor Decomposition for Knowledge Base Completion✓ Link0.570.48ComplEx-N3 (reciprocal)2018-06-19
KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods0.570.448683KGRefiner2021-06-27
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding✓ Link0.5670.490AutoSF2019-04-26
Multi-relational Poincaré Graph Embeddings✓ Link0.5660.4950.4400.481MuRP2019-05-23
Contextual Parameter Generation for Knowledge Graph Link Prediction✓ Link.5612.4405.4833CoPER-ConvE2020-04-03
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs✓ Link0.5600.4583219MDE_adv2019-05-25
A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization✓ Link0.560.415719.0CapsE2018-08-13
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction✓ Link0.5580.5080.4540.491SAttLE2021-12-20
NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion✓ Link0.5570.5070.4550.491NePTuNe2021-04-15
Relation Embedding with Dihedral Group in Knowledge Graph0.5570.5050.4520.486DihEdral2019-06-03
Translating Embeddings for Modeling Multi-relational Data✓ Link0.55550.42260.4659TransE2013-12-01
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding✓ Link0.5530.4960.4440.481ComplEx (SCE w/ LS pretrained)2021-06-14
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space✓ Link0.5520.4790.4170.4622923pRotatE2019-02-26
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion✓ Link0.5520.4410.478CP-DURA2020-11-11
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion✓ Link0.5510.4960.4440.481MEI2020-06-29
Probabilistic Case-based Reasoning for Open-World Knowledge Graph Completion✓ Link0.550.490.430.48ProbCBR2020-10-07
Composition-based Multi-Relational Graph Convolutional Networks✓ Link0.5460.4940.4430.4793533CompGCN2019-11-08
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding✓ Link0.5460.4910.4410.477ComplEx (SCE w/ LS)2021-06-14
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion✓ Link0.540.480.430.47Structure-Aware Convolutional Networks2018-11-11
Adaptive Convolution for Multi-Relational Learning0.5370.4890.4430.475ConvR2019-06-01
From Discrimination to Generation: Knowledge Graph Completion with Generative Transformer✓ Link0.5350.4030.287GenKGC2022-02-04
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions✓ Link0.5280.4300.4635202InteractE2019-11-01
TuckER: Tensor Factorization for Knowledge Graph Completion✓ Link0.5260.4820.4430.470TuckER2019-01-28
A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network✓ Link0.5250.2482554.0ConvKB2017-12-06
KG-BERT: BERT for Knowledge Graph Completion✓ Link0.52497KG-BERT2019-09-07
Hypernetwork Knowledge Graph Embeddings✓ Link0.5220.4770.4360.4655796HypER2018-08-21
Convolutional 2D Knowledge Graph Embeddings✓ Link0.5200.4400.4000.430ConvE2017-07-05
Decompressing Knowledge Graph Representations for Link Prediction✓ Link0.5150.4690.4270.457RESCAL + Decom2019-11-11
Complex Embeddings for Simple Link Prediction✓ Link0.5100.4100.440ComplEx2016-06-20
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding✓ Link0.50890.44635365ComplEx NSCaching2018-12-16
GreenKGC: A Lightweight Knowledge Graph Completion Method✓ Link0.4910.430.411RotatE + GreenKGC (Ours)2022-08-19
KBGAN: Adversarial Learning for Knowledge Graph Embeddings✓ Link0.4690.215KBGAN (TransD + ComplEx)2017-11-11
GreenKGC: A Lightweight Knowledge Graph Completion Method✓ Link0.4130.3650.30.342TransE + GreenKGC (Ours)2022-08-19
Convolutional 2D Knowledge Graph Embeddings✓ Link0.350.350.350.3513526Inverse Model2017-07-05
M-Walk: Learning to Walk over Graphs using Monte Carlo Tree Search0.4450.4140.437M-Walk2018-02-12
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion✓ Link0.4490.491ComplEx-DURA2020-11-11
Embedding Entities and Relations for Learning and Inference in Knowledge Bases✓ Link0.390.43DisMult2014-12-20
Augmenting and Tuning Knowledge Graph Embeddings✓ Link0.455DistMult (after variational EM)2019-07-01
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