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 51100 of 190 papers

TitleStatusHype
Exploring and Evaluating Attributes, Values, and Structures for Entity AlignmentCode1
Knowledge Association with Hyperbolic Knowledge Graph EmbeddingsCode1
Visual Pivoting for (Unsupervised) Entity AlignmentCode1
MMEA: Entity Alignment for Multi-Modal Knowledge GraphsCode1
Relational Reflection Entity AlignmentCode1
Neighborhood Matching Network for Entity AlignmentCode1
TransEdge: Translating Relation-contextualized Embeddings for Knowledge GraphsCode1
A Benchmarking Study of Embedding-based Entity Alignment for Knowledge GraphsCode1
MRAEA: An Efficient and Robust Entity Alignment Approach for Cross-lingual Knowledge GraphCode1
Deep Graph Matching ConsensusCode1
Relation-Aware Entity Alignment for Heterogeneous Knowledge GraphsCode1
Mitigating Modality Bias in Multi-modal Entity Alignment from a Causal PerspectiveCode0
SE-GNN: Seed Expanded-Aware Graph Neural Network with Iterative Optimization for Semi-supervised Entity Alignment0
Type Information-Assisted Self-Supervised Knowledge Graph DenoisingCode0
Unifying Dual-Space Embedding for Entity Alignment via Contrastive LearningCode0
LLM-Align: Utilizing Large Language Models for Entity Alignment in Knowledge Graphs0
Self-supervised Video Instance Segmentation Can Boost Geographic Entity Alignment in Historical Maps0
SEG:Seeds-Enhanced Iterative Refinement Graph Neural Network for Entity Alignment0
CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models0
Effective Instruction Parsing Plugin for Complex Logical Query Answering on Knowledge Graphs0
MCSFF: Multi-modal Consistency and Specificity Fusion Framework for Entity Alignment0
Attr-Int: A Simple and Effective Entity Alignment Framework for Heterogeneous Knowledge Graphs0
A Simplifying and Learnable Graph Convolutional Attention Network for Unsupervised Knowledge Graphs Alignment0
Neuro-Symbolic Entity Alignment via Variational Inference0
Neurosymbolic Methods for Dynamic Knowledge Graphs0
Enhancing Visual Dialog State Tracking through Iterative Object-Entity Alignment in Multi-Round Conversations0
DERA: Dense Entity Retrieval for Entity Alignment in Knowledge Graphs0
Aligning Multiple Knowledge Graphs in a Single Pass0
LoginMEA: Local-to-Global Interaction Network for Multi-modal Entity AlignmentCode0
Beyond Entity Alignment: Towards Complete Knowledge Graph Alignment via Entity-Relation Synergy0
Unsupervised Robust Cross-Lingual Entity Alignment via Neighbor Triple Matching with Entity and Relation TextsCode0
Entity Augmentation for Efficient Classification of Vertically Partitioned Data with Limited Overlap0
Relational Learning in Pre-Trained Models: A Theory from Hypergraph Recovery Perspective0
Entity Alignment with Noisy Annotations from Large Language ModelsCode0
Empowering Small-Scale Knowledge Graphs: A Strategy of Leveraging General-Purpose Knowledge Graphs for Enriched Embeddings0
Leveraging Intra-modal and Inter-modal Interaction for Multi-Modal Entity Alignment0
NALA: an Effective and Interpretable Entity Alignment MethodCode0
Pseudo-Label Calibration Semi-supervised Multi-Modal Entity Alignment0
Unlocking the Power of Large Language Models for Entity AlignmentCode0
Understanding and Guiding Weakly Supervised Entity Alignment with Potential Isomorphism PropagationCode0
Two Heads Are Better Than One: Integrating Knowledge from Knowledge Graphs and Large Language Models for Entity Alignment0
Gradient Flow of Energy: A General and Efficient Approach for Entity Alignment DecodingCode0
FedMKGC: Privacy-Preserving Federated Multilingual Knowledge Graph Completion0
Generating Explanations to Understand and Repair Embedding-based Entity AlignmentCode0
Knowledge Graphs are not Created Equal: Exploring the Properties and Structure of Real KGs0
MixTEA: Semi-supervised Entity Alignment with Mixture TeachingCode0
Entity Alignment Method of Science and Technology Patent based on Graph Convolution Network and Information Fusion0
Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity AlignmentCode0
Universal Multi-modal Entity Alignment via Iteratively Fusing Modality Similarity PathsCode0
Unsupervised Deep Cross-Language Entity AlignmentCode0
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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