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 101150 of 190 papers

TitleStatusHype
Iterative Entity Alignment via Joint Knowledge EmbeddingsCode0
Ensemble Semi-supervised Entity Alignment via Cycle-teachingCode0
Gradient Flow of Energy: A General and Efficient Approach for Entity Alignment DecodingCode0
Multi-Channel Graph Neural Network for Entity AlignmentCode0
Jointly Learning Entity and Relation Representations for Entity AlignmentCode0
Multilingual Knowledge Graph Embeddings for Cross-lingual Knowledge AlignmentCode0
Understanding and Guiding Weakly Supervised Entity Alignment with Potential Isomorphism PropagationCode0
VTQA: Visual Text Question Answering via Entity Alignment and Cross-Media ReasoningCode0
Unifying Dual-Space Embedding for Entity Alignment via Contrastive LearningCode0
Degree-Aware Alignment for Entities in TailCode0
Guiding Neural Entity Alignment with CompatibilityCode0
Dependency-aware Self-training for Entity AlignmentCode0
Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity AlignmentCode0
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
EchoEA: Echo Information between Entities and Relations for Entity AlignmentCode0
Multi-view Knowledge Graph Embedding for Entity AlignmentCode0
Embedding-Based Entity Alignment Using Relation Structural SimilarityCode0
Coordinated Reasoning for Cross-Lingual Knowledge Graph Alignment0
Co-training Embeddings of Knowledge Graphs and Entity Descriptions for Cross-lingual Entity Alignment0
Cross-domain Recommender Systems via Multimodal Domain Adaptation0
Cross-Lingual Named Entity Recognition Using Parallel Corpus: A New Approach Using XLM-RoBERTa Alignment0
CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models0
Empowering Small-Scale Knowledge Graphs: A Strategy of Leveraging General-Purpose Knowledge Graphs for Enriched Embeddings0
Dangling-Aware Entity Alignment with Mixed High-Order Proximities0
Dangling-Aware Entity Alignment with Mixed High-Order Proximities0
Distributed Representations of Entities in Open-World Knowledge Graphs0
DeepAlignment: Unsupervised Ontology Matching with Refined Word Vectors0
Deep Reinforcement Learning for Entity Alignment0
Degree aware based adversarial graph convolutional networks for entity alignment in heterogeneous knowledge graph0
Domain-oriented Language Pre-training with Adaptive Hybrid Masking and Optimal Transport Alignment0
Dual Attention Network for Cross-lingual Entity Alignment0
Effective Instruction Parsing Plugin for Complex Logical Query Answering on Knowledge Graphs0
Cybersecurity Entity Alignment via Masked Graph Attention Networks0
Enhancing Visual Dialog State Tracking through Iterative Object-Entity Alignment in Multi-Round Conversations0
Enriching Wikidata with Linked Open Data0
Entity Alignment For Knowledge Graphs: Progress, Challenges, and Empirical Studies0
UniTranSeR: A Unified Transformer Semantic Representation Framework for Multimodal Task-Oriented Dialog System0
Entity Alignment Method of Science and Technology Patent based on Graph Convolution Network and Information Fusion0
Entity Alignment with Reliable Path Reasoning and Relation-Aware Heterogeneous Graph Transformer0
Revisit and Outstrip Entity Alignment: A Perspective of Generative Models0
Entity Augmentation for Efficient Classification of Vertically Partitioned Data with Limited Overlap0
Exploiting Global Semantic Similarities in Knowledge Graphs by Relational Prototype Entities0
SE-GNN: Seed Expanded-Aware Graph Neural Network with Iterative Optimization for Semi-supervised Entity Alignment0
SEG:Seeds-Enhanced Iterative Refinement Graph Neural Network for Entity Alignment0
FedMKGC: Privacy-Preserving Federated Multilingual Knowledge Graph Completion0
GeoGLUE: A GeoGraphic Language Understanding Evaluation Benchmark0
Global entity alignment with Gated Latent Space Neighborhood Aggregation0
Self-supervised Video Instance Segmentation Can Boost Geographic Entity Alignment in Historical Maps0
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation0
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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