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
ICLEA: Interactive Contrastive Learning for Self-supervised Entity Alignment0
Interactive Contrastive Learning for Self-supervised Entity Alignment0
Improving Knowledge Graph Representation Learning by Structure Contextual Pre-training0
Investigating Graph Structure Information for Entity Alignment with Dangling Cases0
基于知识监督的标签降噪实体对齐(Refined De-noising for Labeled Entity Alignment from Auxiliary Evidence Knowledge)0
基于中文电子病历知识图谱的实体对齐研究(Research on Entity Alignment Based on Knowledge Graph of Chinese Electronic Medical Record)0
Jointly Learning Knowledge Embedding and Neighborhood Consensus with Relational Knowledge Distillation for Entity Alignment0
SubGraph Networks based Entity Alignment for Cross-lingual Knowledge Graph0
Supersense Tagging with a Combination of Character, Subword, and Word-level Representations0
Wider Vision: Enriching Convolutional Neural Networks via Alignment to External Knowledge Bases0
Knowledge Graphs are not Created Equal: Exploring the Properties and Structure of Real KGs0
AceKG: A Large-scale Knowledge Graph for Academic Data Mining0
Leveraging Intra-modal and Inter-modal Interaction for Multi-Modal Entity Alignment0
DERA: Dense Entity Retrieval for Entity Alignment in Knowledge Graphs0
LLM-Align: Utilizing Large Language Models for Entity Alignment in Knowledge Graphs0
MCSFF: Multi-modal Consistency and Specificity Fusion Framework for Entity Alignment0
Time-aware Relational Graph Attention Network for Temporal Knowledge Graph Embeddings0
Vision, Deduction and Alignment: An Empirical Study on Multi-modal Knowledge Graph Alignment0
Modeling Multi-mapping Relations for Precise Cross-lingual Entity Alignment0
Towards Principled Representation Learning for Entity Alignment0
Aligning Multiple Knowledge Graphs in a Single Pass0
Multilingual Knowledge Graph Completion with Joint Relation and Entity Alignment0
Multi-modal Entity Alignment in Hyperbolic Space0
TransAlign: Fully Automatic and Effective Entity Alignment for Knowledge Graphs0
Neuro-Symbolic Entity Alignment via Variational Inference0
Neurosymbolic Methods for Dynamic Knowledge Graphs0
Two Heads Are Better Than One: Integrating Knowledge from Knowledge Graphs and Large Language Models for Entity Alignment0
Adversarial Attack against Cross-lingual Knowledge Graph Alignment0
Principled Representation Learning for Entity Alignment0
AlignNet: Unsupervised Entity Alignment0
Two is Better Than One: Answering Complex Questions by Multiple Knowledge Sources with Generalized Links0
Pseudo-Label Calibration Semi-supervised Multi-Modal Entity Alignment0
Recurrent Skipping Networks for Entity Alignment0
A Contextual Alignment Enhanced Cross Graph Attention Network for Cross-lingual Entity Alignment0
A Simplifying and Learnable Graph Convolutional Attention Network for Unsupervised Knowledge Graphs Alignment0
Attribute-Consistent Knowledge Graph Representation Learning for Multi-Modal Entity Alignment0
Attr-Int: A Simple and Effective Entity Alignment Framework for Heterogeneous Knowledge Graphs0
Beyond Entity Alignment: Towards Complete Knowledge Graph Alignment via Entity-Relation Synergy0
Relational Learning in Pre-Trained Models: A Theory from Hypergraph Recovery Perspective0
Combating Confirmation Bias: A Unified Pseudo-Labeling Framework for Entity Alignment0
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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