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 951–1000 of 2974 papers

TitleStatusHype
Background Knowledge in Schema Matching: Strategy vs. DataCode0
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic HierarchyCode0
Explainable Reasoning over Knowledge Graphs for RecommendationCode0
Explainable Representations for Relation Prediction in Knowledge GraphsCode0
Collective Entity Alignment via Adaptive FeaturesCode0
Privacy-Preserving Visual Content Tagging using Graph Transformer NetworksCode0
A set of semantic data flow diagrams and its security analysis based on ontologies and knowledge graphsCode0
An End-to-End Neighborhood-based Interaction Model for Knowledge-enhanced RecommendationCode0
Democratizing Large Language Model-Based Graph Data Augmentation via Latent Knowledge GraphsCode0
A Video-grounded Dialogue Dataset and Metric for Event-driven ActivitiesCode0
ADKGD: Anomaly Detection in Knowledge Graphs with Dual-Channel TrainingCode0
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement LearningCode0
DEKGCI: A double-sided recommendation model for integrating knowledge graph and user-item interaction graphCode0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
Degree-Aware Alignment for Entities in TailCode0
Commonsense Knowledge Base Completion with Structural and Semantic ContextCode0
KBGAN: Adversarial Learning for Knowledge Graph EmbeddingsCode0
A Decade of Scholarly Research on Open Knowledge GraphsCode0
K-BERT: Enabling Language Representation with Knowledge GraphCode0
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News MediaCode0
KG-BERT: BERT for Knowledge Graph CompletionCode0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
Query Structure Modeling for Inductive Logical Reasoning Over Knowledge GraphsCode0
Deep Reinforcement Learning with Stacked Hierarchical Attention for Text-based GamesCode0
DeepPath: A Reinforcement Learning Method for Knowledge Graph ReasoningCode0
An Effective and Efficient Time-aware Entity Alignment Framework via Two-aspect Three-view Label PropagationCode0
Equivariant Entity-Relationship NetworksCode0
DeepLENS: Deep Learning for Entity SummarizationCode0
Jointly Learning Propagating Features on the Knowledge Graph for Movie RecommendationCode0
Jointly Learning Explainable Rules for Recommendation with Knowledge GraphCode0
COMET: Commonsense Transformers for Automatic Knowledge Graph ConstructionCode0
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document UnderstandingCode0
Anchoring Path for Inductive Relation Prediction in Knowledge GraphsCode0
Joint Language Semantic and Structure Embedding for Knowledge Graph CompletionCode0
Deep Active Alignment of Knowledge Graph Entities and SchemataCode0
Automatic Expansion of Domain-Specific Affective Models for Web Intelligence ApplicationsCode0
Decompressing Knowledge Graph Representations for Link PredictionCode0
AspectMMKG: A Multi-modal Knowledge Graph with Aspect-aware EntitiesCode0
Iteratively Learning Representations for Unseen Entities with Inter-Rule CorrelationsCode0
Jointly Learning Entity and Relation Representations for Entity AlignmentCode0
KAMEL : Knowledge Analysis with Multitoken Entities in Language ModelsCode0
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic EmbeddingsCode0
Knowledge Enhanced Multi-intent Transformer Network for RecommendationCode0
Lessons from Deep Learning applied to Scholarly Information Extraction: What Works, What Doesn't, and Future DirectionsCode0
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical DataCode0
Interleaving GANs with knowledge graphs to support design creativity for book coversCode0
DebateKG: Automatic Policy Debate Case Creation with Semantic Knowledge GraphsCode0
Intermediate triple table: A general architecture for virtual knowledge graphsCode0
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in HealthcareCode0
Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes PredictionCode0
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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