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 121–130 of 190 papers

TitleStatusHype
Time-aware Graph Neural Network for Entity Alignment between Temporal Knowledge GraphsCode1
Adversarial Attack against Cross-lingual Knowledge Graph Alignment—0
Principled Representation Learning for Entity Alignment—0
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation—0
ActiveEA: Active Learning for Neural Entity AlignmentCode0
Time-aware Relational Graph Attention Network for Temporal Knowledge Graph Embeddings—0
From Alignment to Assignment: Frustratingly Simple Unsupervised Entity AlignmentCode1
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language GenerationCode1
Are Negative Samples Necessary in Entity Alignment? An Approach with High Performance, Scalability and RobustnessCode0
Global entity alignment with Gated Latent Space Neighborhood Aggregation—0
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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