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 51–100 of 190 papers

TitleStatusHype
Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity AlignmentCode1
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language ModelsCode1
An Effective and Efficient Time-aware Entity Alignment Framework via Two-aspect Three-view Label PropagationCode0
Combating Confirmation Bias: A Unified Pseudo-Labeling Framework for Entity Alignment—0
X-RiSAWOZ: High-Quality End-to-End Multilingual Dialogue Datasets and Few-shot AgentsCode1
Cross-domain Recommender Systems via Multimodal Domain Adaptation—0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
What Makes Entities Similar? A Similarity Flooding Perspective for Multi-sourced Knowledge Graph EmbeddingsCode0
Revisit and Outstrip Entity Alignment: A Perspective of Generative Models—0
From Alignment to Entailment: A Unified Textual Entailment Framework for Entity AlignmentCode0
GeoGLUE: A GeoGraphic Language Understanding Evaluation Benchmark—0
A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity AlignmentCode1
Type-enhanced Ensemble Triple Representation via Triple-aware Attention for Cross-lingual Entity AlignmentCode0
OTIEA:Ontology-enhanced Triple Intrinsic-Correlation for Cross-lingual Entity AlignmentCode0
Improving Knowledge Graph Entity Alignment with Graph AugmentationCode1
SEA: A Scalable Entity Alignment SystemCode0
Investigating Graph Structure Information for Entity Alignment with Dangling Cases—0
Toward Practical Entity Alignment Method Design: Insights from New Highly Heterogeneous Knowledge Graph DatasetsCode0
Attribute-Consistent Knowledge Graph Representation Learning for Multi-Modal Entity Alignment—0
VTQA: Visual Text Question Answering via Entity Alignment and Cross-Media ReasoningCode0
Vision, Deduction and Alignment: An Empirical Study on Multi-modal Knowledge Graph Alignment—0
Unsupervised Entity Alignment for Temporal Knowledge GraphsCode1
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality HybridCode1
Guiding Neural Entity Alignment with CompatibilityCode0
Dependency-aware Self-training for Entity AlignmentCode0
EventEA: Benchmarking Entity Alignment for Event-centric Knowledge GraphsCode1
Adapters for Enhanced Modeling of Multilingual Knowledge and TextCode1
LightEA: A Scalable, Robust, and Interpretable Entity Alignment Framework via Three-view Label PropagationCode2
TransAlign: Fully Automatic and Effective Entity Alignment for Knowledge Graphs—0
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
A Simple Temporal Information Matching Mechanism for Entity Alignment Between Temporal Knowledge GraphsCode0
Embedding-Based Entity Alignment Using Relation Structural SimilarityCode0
Conflict-Aware Pseudo Labeling via Optimal Transport for Entity AlignmentCode0
Multi-modal Contrastive Representation Learning for Entity AlignmentCode1
Large-scale Entity Alignment via Knowledge Graph Merging, Partitioning and EmbeddingCode0
High-quality Task Division for Large-scale Entity AlignmentCode0
Multi-modal Siamese Network for Entity AlignmentCode1
Facing Changes: Continual Entity Alignment for Growing Knowledge GraphsCode1
μKG: A Library for Multi-source Knowledge Graph Embeddings and ApplicationsCode1
Cybersecurity Entity Alignment via Masked Graph Attention Networks—0
Enriching Wikidata with Linked Open Data—0
Exploiting Global Semantic Similarities in Knowledge Graphs by Relational Prototype Entities—0
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch SimilaritiesCode1
Entity Alignment For Knowledge Graphs: Progress, Challenges, and Empirical Studies—0
Entity Alignment with Reliable Path Reasoning and Relation-Aware Heterogeneous Graph Transformer—0
SubGraph Networks based Entity Alignment for Cross-lingual Knowledge Graph—0
Dangling-Aware Entity Alignment with Mixed High-Order Proximities—0
An Effective and Efficient Entity Alignment Decoding Algorithm via Third-Order Tensor IsomorphismCode1
UniTranSeR: A Unified Transformer Semantic Representation Framework for Multimodal Task-Oriented Dialog System—0
Show:102550
← PrevPage 2 of 4Next →

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