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

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Showing 1–50 of 190 papers

TitleStatusHype
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 Alignment—0
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 Graphs—0
Self-supervised Video Instance Segmentation Can Boost Geographic Entity Alignment in Historical Maps—0
SEG:Seeds-Enhanced Iterative Refinement Graph Neural Network for Entity Alignment—0
CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models—0
Effective Instruction Parsing Plugin for Complex Logical Query Answering on Knowledge Graphs—0
Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked DataCode1
MCSFF: Multi-modal Consistency and Specificity Fusion Framework for Entity Alignment—0
A Simplifying and Learnable Graph Convolutional Attention Network for Unsupervised Knowledge Graphs Alignment—0
Attr-Int: A Simple and Effective Entity Alignment Framework for Heterogeneous Knowledge Graphs—0
Neuro-Symbolic Entity Alignment via Variational Inference—0
Neurosymbolic Methods for Dynamic Knowledge Graphs—0
Enhancing Visual Dialog State Tracking through Iterative Object-Entity Alignment in Multi-Round Conversations—0
DERA: Dense Entity Retrieval for Entity Alignment in Knowledge Graphs—0
Aligning Multiple Knowledge Graphs in a Single Pass—0
LoginMEA: Local-to-Global Interaction Network for Multi-modal Entity AlignmentCode0
IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity AlignmentCode1
Beyond Entity Alignment: Towards Complete Knowledge Graph Alignment via Entity-Relation Synergy—0
Progressively Modality Freezing for Multi-Modal Entity AlignmentCode1
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 Overlap—0
Relational Learning in Pre-Trained Models: A Theory from Hypergraph Recovery Perspective—0
Entity Alignment with Noisy Annotations from Large Language ModelsCode0
Empowering Small-Scale Knowledge Graphs: A Strategy of Leveraging General-Purpose Knowledge Graphs for Enriched Embeddings—0
Leveraging Intra-modal and Inter-modal Interaction for Multi-Modal Entity Alignment—0
NALA: an Effective and Interpretable Entity Alignment MethodCode0
Lambda: Learning Matchable Prior For Entity Alignment with Unlabeled Dangling CasesCode1
Noise-powered Multi-modal Knowledge Graph Representation FrameworkCode1
Pseudo-Label Calibration Semi-supervised Multi-Modal Entity Alignment—0
Unlocking the Power of Large Language Models for Entity AlignmentCode0
ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity AlignmentCode2
Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive SurveyCode3
Understanding and Guiding Weakly Supervised Entity Alignment with Potential Isomorphism PropagationCode0
Towards Semantic Consistency: Dirichlet Energy Driven Robust Multi-Modal Entity AlignmentCode1
Two Heads Are Better Than One: Integrating Knowledge from Knowledge Graphs and Large Language Models for Entity Alignment—0
Gradient Flow of Energy: A General and Efficient Approach for Entity Alignment DecodingCode0
Learning High-Quality and General-Purpose Phrase RepresentationsCode1
FedMKGC: Privacy-Preserving Federated Multilingual Knowledge Graph Completion—0
Generating Explanations to Understand and Repair Embedding-based Entity AlignmentCode0
Knowledge Graphs are not Created Equal: Exploring the Properties and Structure of Real KGs—0
MixTEA: Semi-supervised Entity Alignment with Mixture TeachingCode0
Entity Alignment Method of Science and Technology Patent based on Graph Convolution Network and Information Fusion—0
Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity AlignmentCode0
Universal Multi-modal Entity Alignment via Iteratively Fusing Modality Similarity PathsCode0
Know2BIO: A Comprehensive Dual-View Benchmark for Evolving Biomedical Knowledge GraphsCode1
Unsupervised Deep Cross-Language Entity AlignmentCode0
Two is Better Than One: Answering Complex Questions by Multiple Knowledge Sources with Generalized Links—0
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All datasetsDBP15k zh-endbp15k fr-endbp15k ja-enFBDB15kFBYG15kDBP1M DE-ENDICEWS-1KYAGO-WIKI50KDBP1M FR-ENDBP2.0 zh-en

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