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 76100 of 190 papers

TitleStatusHype
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 Graphs0
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 Networks0
Enriching Wikidata with Linked Open Data0
Exploiting Global Semantic Similarities in Knowledge Graphs by Relational Prototype Entities0
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch SimilaritiesCode1
Entity Alignment For Knowledge Graphs: Progress, Challenges, and Empirical Studies0
Entity Alignment with Reliable Path Reasoning and Relation-Aware Heterogeneous Graph Transformer0
SubGraph Networks based Entity Alignment for Cross-lingual Knowledge Graph0
Dangling-Aware Entity Alignment with Mixed High-Order Proximities0
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 System0
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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