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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2451–2475 of 2974 papers

TitleStatusHype
Knowledge Graph Refinement based on Triplet BERT-NetworksCode0
Towards Automatic Bias Detection in Knowledge GraphsCode0
Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive LearningCode0
Prior Bilinear Based Models for Knowledge Graph CompletionCode0
Incorporating Domain Knowledge into Medical NLI using Knowledge GraphsCode0
Sparsity and Noise: Where Knowledge Graph Embeddings Fall ShortCode0
Universal Knowledge Graph EmbeddingsCode0
Privacy-Preserving Visual Content Tagging using Graph Transformer NetworksCode0
Improving the Robustness of Knowledge-Grounded Dialogue via Contrastive LearningCode0
Privacy-Preserving Visual Content Tagging using Graph Transformer NetworksCode0
CausalLP: Learning causal relations with weighted knowledge graph link predictionCode0
DyERNIE: Dynamic Evolution of Riemannian Manifold Embeddings for Temporal Knowledge Graph CompletionCode0
Universal Multi-modal Entity Alignment via Iteratively Fusing Modality Similarity PathsCode0
Probabilistic Logic Neural Networks for ReasoningCode0
SpherE: Expressive and Interpretable Knowledge Graph Embedding for Set RetrievalCode0
Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural NetworksCode0
Knowledge graphs for empirical concept retrievalCode0
CAFE: Knowledge graph completion using neighborhood-aware featuresCode0
Process Trace Querying using Knowledge Graphs and Notation3Code0
Universal Preprocessing Operators for Embedding Knowledge Graphs with LiteralsCode0
Aligning Knowledge Graphs Provided by Humans and Generated from Neural Networks in Specific TasksCode0
Progressive Knowledge Graph CompletionCode0
Dual Policy Learning for Aggregation Optimization in Graph Neural Network-based Recommender SystemsCode0
Knowledge Graphs meet Moral ValuesCode0
Improving rule mining via embedding-based link predictionCode0
Show:102550
← PrevPage 99 of 119Next →
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