SOTAVerified

Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

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Showing 351–375 of 2974 papers

TitleStatusHype
Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding AggregationCode1
Multimodal Learning on Graphs for Disease Relation ExtractionCode1
Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph ExpertsCode1
Semi-constraint Optimal Transport for Entity Alignment with Dangling CasesCode1
An Accurate Unsupervised Method for Joint Entity Alignment and Dangling Entity DetectionCode1
Time-aware Graph Neural Networks for Entity Alignment between Temporal Knowledge GraphsCode1
R-GCN: The R Could Stand for RandomCode1
An Open Challenge for Inductive Link Prediction on Knowledge GraphsCode1
SelfKG: Self-Supervised Entity Alignment in Knowledge GraphsCode1
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph CompletionCode1
DDGCN: Dual Dynamic Graph Convolutional Networks for Rumor Detection on Social MediaCode1
EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge GraphsCode1
When Do Flat Minima Optimizers Work?Code1
A Knowledge Graph Embeddings based Approach for Author Name Disambiguation using LiteralsCode1
Scaling Up Knowledge Graph Creation to Large and Heterogeneous Data SourcesCode1
OntoProtein: Protein Pretraining With Gene Ontology EmbeddingCode1
Trustworthy Knowledge Graph Completion Based on Multi-sourced Noisy DataCode1
Training Free Graph Neural Networks for Graph MatchingCode1
Knowledge Graph Augmented Network Towards Multiview Representation Learning for Aspect-based Sentiment AnalysisCode1
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link PredictionCode1
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoningCode1
TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge GraphsCode1
EABlock: A Declarative Entity Alignment Block for Knowledge Graph Creation PipelinesCode1
Implications of Topological Imbalance for Representation Learning on Biomedical Knowledge GraphsCode1
TempoQR: Temporal Question Reasoning over Knowledge GraphsCode1
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All datasetsMARS (Multimodal Analogical Reasoning dataSet)JerichoWorldWikiKG90M-LSCFB15k

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34—Unverified
2MKGformerMRR0.32—Unverified
3MarT_FLAVAMRR0.29—Unverified
4ViLBERTMRR0.29—Unverified
5IKRL (ANALOGY)MRR0.28—Unverified
6IKRLMRR0.27—Unverified
7ViLTMRR0.26—Unverified
8TransAEMRR0.22—Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15—Unverified
2Q*BERTSet accuracy32.78—Unverified
3GATA-WSet accuracy24.06—Unverified
4WorldformerSet accuracy23.22—Unverified
5Seq2SeqSet accuracy14.29—Unverified
6RulesSet accuracy4.7—Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48—Unverified
2ComplEx-ConcatTest MRR0.86—Unverified
3ComplEx-RoBERTaTest MRR0.72—Unverified
4TransE-RoBERTaTest MRR0.63—Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59—Unverified