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 151190 of 190 papers

TitleStatusHype
Unifying Dual-Space Embedding for Entity Alignment via Contrastive LearningCode0
Multi-view Knowledge Graph Embedding for Entity AlignmentCode0
Gradient Flow of Energy: A General and Efficient Approach for Entity Alignment DecodingCode0
Guiding Neural Entity Alignment with CompatibilityCode0
High-quality Task Division for Large-scale Entity AlignmentCode0
What Makes Entities Similar? A Similarity Flooding Perspective for Multi-sourced Knowledge Graph EmbeddingsCode0
Type Information-Assisted Self-Supervised Knowledge Graph DenoisingCode0
Unlocking the Power of Large Language Models for Entity AlignmentCode0
Collective Entity Alignment via Adaptive FeaturesCode0
Degree-Aware Alignment for Entities in TailCode0
Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph ModelCode0
ActiveEA: Active Learning for Neural Entity AlignmentCode0
Informed Multi-context Entity AlignmentCode0
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction MethodsCode0
Active Learning for Entity AlignmentCode0
Iterative Entity Alignment via Joint Knowledge EmbeddingsCode0
OTIEA:Ontology-enhanced Triple Intrinsic-Correlation for Cross-lingual Entity AlignmentCode0
Conflict-Aware Pseudo Labeling via Optimal Transport for Entity AlignmentCode0
Jointly Learning Entity and Relation Representations for Entity AlignmentCode0
NALA: an Effective and Interpretable Entity Alignment MethodCode0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
Toward Practical Entity Alignment Method Design: Insights from New Highly Heterogeneous Knowledge Graph DatasetsCode0
Aligning Cross-Lingual Entities with Multi-Aspect InformationCode0
Unsupervised Deep Cross-Language Entity AlignmentCode0
Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood AggregationCode0
Dependency-aware Self-training for Entity AlignmentCode0
Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons LearnedCode0
Creating a Translation Matrix of the Bible's Names Across 591 LanguagesCode0
EchoEA: Echo Information between Entities and Relations for Entity AlignmentCode0
Large-scale Entity Alignment via Knowledge Graph Merging, Partitioning and EmbeddingCode0
Unsupervised Robust Cross-Lingual Entity Alignment via Neighbor Triple Matching with Entity and Relation TextsCode0
Learning to Exploit Long-term Relational Dependencies in Knowledge GraphsCode0
An Effective and Efficient Time-aware Entity Alignment Framework via Two-aspect Three-view Label PropagationCode0
Type-enhanced Ensemble Triple Representation via Triple-aware Attention for Cross-lingual Entity AlignmentCode0
Are Negative Samples Necessary in Entity Alignment? An Approach with High Performance, Scalability and RobustnessCode0
LoginMEA: Local-to-Global Interaction Network for Multi-modal Entity AlignmentCode0
Cross-lingual Entity Alignment with Incidental SupervisionCode0
Cross-lingual Entity Alignment via Joint Attribute-Preserving EmbeddingCode0
Mitigating Modality Bias in Multi-modal Entity Alignment from a Causal PerspectiveCode0
MixTEA: Semi-supervised Entity Alignment with Mixture TeachingCode0
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Benchmark Results

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