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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–75 of 190 papers

TitleStatusHype
Deep Reinforcement Learning for Entity AlignmentCode1
A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity AlignmentCode1
Visual Pivoting for (Unsupervised) Entity AlignmentCode1
X-RiSAWOZ: High-Quality End-to-End Multilingual Dialogue Datasets and Few-shot AgentsCode1
Progressively Modality Freezing for Multi-Modal Entity AlignmentCode1
An Effective and Efficient Entity Alignment Decoding Algorithm via Third-Order Tensor IsomorphismCode1
Time-aware Graph Neural Networks for Entity Alignment between Temporal Knowledge GraphsCode1
Align and Prompt: Video-and-Language Pre-training with Entity PromptsCode1
Boosting the Speed of Entity Alignment 10*: Dual Attention Matching Network with Normalized Hard Sample MiningCode1
A Critical Assessment of State-of-the-Art in Entity AlignmentCode1
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch SimilaritiesCode1
Enhancing Visual Dialog State Tracking through Iterative Object-Entity Alignment in Multi-Round Conversations—0
Empowering Small-Scale Knowledge Graphs: A Strategy of Leveraging General-Purpose Knowledge Graphs for Enriched Embeddings—0
Effective Instruction Parsing Plugin for Complex Logical Query Answering on Knowledge Graphs—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
Beyond Entity Alignment: Towards Complete Knowledge Graph Alignment via Entity-Relation Synergy—0
Dual Attention Network for Cross-lingual Entity Alignment—0
Domain-oriented Language Pre-training with Adaptive Hybrid Masking and Optimal Transport Alignment—0
A Contextual Alignment Enhanced Cross Graph Attention Network for Cross-lingual Entity Alignment—0
Jointly Learning Knowledge Embedding and Neighborhood Consensus with Relational Knowledge Distillation for Entity Alignment—0
Attr-Int: A Simple and Effective Entity Alignment Framework for Heterogeneous Knowledge Graphs—0
Degree aware based adversarial graph convolutional networks for entity alignment in heterogeneous knowledge graph—0
Improving Knowledge Graph Representation Learning by Structure Contextual Pre-training—0
Attribute-Consistent Knowledge Graph Representation Learning for Multi-Modal Entity Alignment—0
Investigating Graph Structure Information for Entity Alignment with Dangling Cases—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