SOTAVerified

Entity Alignment

Entity Alignment is the task of finding entities in two knowledge bases that refer to the same real-world object. It plays a vital role in automatically integrating multiple knowledge bases.
Note: results that have incorporated machine translated entity names (introduced in the RDGCN paper) or pre-alignment name embeddings are considered to have used extra training labels (both are marked with "Extra Training Data" in the leaderboard) and are not adhere to a comparable setting with others that have followed the original setting of the benchmark.

Source: Cross-lingual Entity Alignment via Joint Attribute-Preserving Embedding

The task of entity alignment is related to the task of entity resolution which focuses on matching structured entity descriptions in different contexts.

Papers

Showing 1–50 of 190 papers

TitleStatusHype
Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive SurveyCode3
LightEA: A Scalable, Robust, and Interpretable Entity Alignment Framework via Three-view Label PropagationCode2
ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity AlignmentCode2
Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity AlignmentCode1
Relational Reflection Entity AlignmentCode1
Relation-Aware Neighborhood Matching Model for Entity AlignmentCode1
Multi-modal Siamese Network for Entity AlignmentCode1
Knowing the No-match: Entity Alignment with Dangling CasesCode1
MRAEA: An Efficient and Robust Entity Alignment Approach for Cross-lingual Knowledge GraphCode1
Multi-modal Contrastive Representation Learning for Entity AlignmentCode1
OntoEA: Ontology-guided Entity Alignment via Joint Knowledge Graph EmbeddingCode1
RAGA: Relation-aware Graph Attention Networks for Global Entity AlignmentCode1
Relation-Aware Entity Alignment for Heterogeneous Knowledge GraphsCode1
A Critical Assessment of State-of-the-Art in Entity AlignmentCode1
IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity AlignmentCode1
Deep Reinforcement Learning for Entity AlignmentCode1
An Effective and Efficient Entity Alignment Decoding Algorithm via Third-Order Tensor IsomorphismCode1
Knowledge Graph Embedding Methods for Entity Alignment: An Experimental ReviewCode1
An Industry Evaluation of Embedding-based Entity AlignmentCode1
MMEA: Entity Alignment for Multi-Modal Knowledge GraphsCode1
Lambda: Learning Matchable Prior For Entity Alignment with Unlabeled Dangling CasesCode1
μKG: A Library for Multi-source Knowledge Graph Embeddings and ApplicationsCode1
Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked DataCode1
From Alignment to Assignment: Frustratingly Simple Unsupervised Entity AlignmentCode1
A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity AlignmentCode1
Progressively Modality Freezing for Multi-Modal Entity AlignmentCode1
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language ModelsCode1
Align and Prompt: Video-and-Language Pre-training with Entity PromptsCode1
Boosting the Speed of Entity Alignment 10*: Dual Attention Matching Network with Normalized Hard Sample MiningCode1
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch SimilaritiesCode1
A Critical Re-evaluation of Neural Methods for Entity AlignmentCode1
Exploring and Evaluating Attributes, Values, and Structures for Entity AlignmentCode1
An Accurate Unsupervised Method for Joint Entity Alignment and Dangling Entity DetectionCode1
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language GenerationCode1
Improving Knowledge Graph Entity Alignment with Graph AugmentationCode1
Know2BIO: A Comprehensive Dual-View Benchmark for Evolving Biomedical Knowledge GraphsCode1
EABlock: A Declarative Entity Alignment Block for Knowledge Graph Creation PipelinesCode1
Knowledge Association with Hyperbolic Knowledge Graph EmbeddingsCode1
Learning High-Quality and General-Purpose Phrase RepresentationsCode1
EventEA: Benchmarking Entity Alignment for Event-centric Knowledge GraphsCode1
A Benchmark and Comprehensive Survey on Knowledge Graph Entity Alignment via Representation LearningCode1
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality HybridCode1
A Self-supervised Method for Entity AlignmentCode1
Adapters for Enhanced Modeling of Multilingual Knowledge and TextCode1
Neighborhood Matching Network for Entity AlignmentCode1
Entity Alignment for Knowledge Graphs with Multi-order Convolutional NetworksCode1
A Benchmarking Study of Embedding-based Entity Alignment for Knowledge GraphsCode1
Facing Changes: Continual Entity Alignment for Growing Knowledge GraphsCode1
Deep Graph Matching ConsensusCode1
SelfKG: Self-Supervised Entity Alignment in Knowledge GraphsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MEAformerHits@10.97—Unverified
2Unsup. MEAformerHits@10.96—Unverified
3MEAformer (w/o iter )Hits@10.95—Unverified
4Unsup. MEAformer (w/o iter )Hits@10.92—Unverified
5SEUHits@10.9—Unverified
6PSRHits@10.88—Unverified
7EMGCNHits@10.86—Unverified
8Dual-AMNHits@10.86—Unverified
9UMAEA (w/o surf)Hits@10.86—Unverified
10MEAformer (w/o surf)Hits@10.85—Unverified
#ModelMetricClaimedVerifiedStatus
1MEAformerHits@11—Unverified
2Unsup. MEAformerHits@10.99—Unverified
3MEAformer (w/o iter )Hits@10.99—Unverified
4SEUHits@10.99—Unverified
5Unsup. MEAformer (w/o iter )Hits@10.97—Unverified
6PSRHits@10.96—Unverified
7Dual-AMNHits@10.95—Unverified
8EMGCNHits@10.94—Unverified
9UMAEA (w/o surf)Hits@10.87—Unverified
10MEAformer (w/o surf)Hits@10.85—Unverified
#ModelMetricClaimedVerifiedStatus
1MEAformerHits@10.99—Unverified
2Unsup. MEAformerHits@10.99—Unverified
3MEAformer (w/o iter )Hits@10.98—Unverified
4Unsup. MEAformer (w/o iter )Hits@10.96—Unverified
5SEUHits@10.96—Unverified
6PSRHits@10.91—Unverified
7Dual-AMNHits@10.89—Unverified
8EMGCNHits@10.87—Unverified
9UMAEA (w/o surf)Hits@10.86—Unverified
10MEAformer (w/o surf)Hits@10.84—Unverified
#ModelMetricClaimedVerifiedStatus
1MEAformer (seed 60%)Hits@10.78—Unverified
2MEAformer (seed 60% w/o iter)Hits@10.77—Unverified
3MEAformer (seed 40%)Hits@10.69—Unverified
4MEAformer (seed 40% w/o iter)Hits@10.62—Unverified
5MEAformer (seed 20%)Hits@10.58—Unverified
6MEAformer (seed 20% w/o iter)Hits@10.42—Unverified
#ModelMetricClaimedVerifiedStatus
1MEAformer (seed 60%)Hits@10.72—Unverified
2MEAformer (seed 60% w/o iter)Hits@10.7—Unverified
3MEAformer (seed 40%)Hits@10.61—Unverified
4MEAformer (seed 40% w/o iter)Hits@10.56—Unverified
5MEAformer (seed 20%)Hits@10.44—Unverified
6MEAformer (seed 20% w/o iter)Hits@10.33—Unverified
#ModelMetricClaimedVerifiedStatus
1LightEA-IHit@10.29—Unverified
2ClusterEA-DHit@10.29—Unverified
3LightEA-BHit@10.26—Unverified
4ClusterEA-RHit@10.26—Unverified
5ClusterEA-GHit@10.1—Unverified
#ModelMetricClaimedVerifiedStatus
1DualMatchHit@195.3—Unverified
2TEA-GNNHit@188.7—Unverified
3RREAHit@172.2—Unverified
4Dual-AMNHit@171.6—Unverified
5GCN-AlignHit@120.4—Unverified
#ModelMetricClaimedVerifiedStatus
1DualMatchHit@198.1—Unverified
2Dual-AMNHit@189.7—Unverified
3TEA-GNNHit@187.9—Unverified
4RREAHit@182.8—Unverified
5GCN-AlignHit@151.2—Unverified
#ModelMetricClaimedVerifiedStatus
1LightEAHit@10.29—Unverified
2ClusterEAHit@10.28—Unverified
#ModelMetricClaimedVerifiedStatus
1MTransE w/ background rankingdangling entity detection F10.77—Unverified
2AliNet w/ background rankingdangling entity detection F10.64—Unverified