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 351–400 of 2974 papers

TitleStatusHype
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention NetworkCode1
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch SimilaritiesCode1
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph EngineeringCode1
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge GraphsCode1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph ConstructionCode1
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention NetworksCode1
An Industry Evaluation of Embedding-based Entity AlignmentCode1
DiffKG: Knowledge Graph Diffusion Model for RecommendationCode1
Fuzzy Logic Based Logical Query Answering on Knowledge GraphsCode1
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge GraphsCode1
Adversarial Robustness of Representation Learning for Knowledge GraphsCode1
Enhancing Multilingual Language Model with Massive Multilingual Knowledge TriplesCode1
Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question AnsweringCode1
Knowledge Graph Augmented Network Towards Multiview Representation Learning for Aspect-based Sentiment AnalysisCode1
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and ProspectsCode1
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis PredictionCode1
Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learningCode1
BioBLP: A Modular Framework for Learning on Multimodal Biomedical Knowledge GraphsCode1
Fork or Fail: Cycle-Consistent Training with Many-to-One MappingsCode1
Friendly Neighbors: Contextualized Sequence-to-Sequence Link PredictionCode1
An Open Challenge for Inductive Link Prediction on Knowledge GraphsCode1
Diverse and Informative Dialogue Generation with Context-Specific Commonsense Knowledge AwarenessCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis GenerationCode1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge GraphCode1
From Discourse to Narrative: Knowledge Projection for Event Relation ExtractionCode1
Knowledge Embedding Based Graph Convolutional NetworkCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
Differentially Private Federated Knowledge Graphs EmbeddingCode1
BiQUE: Biquaternionic Embeddings of Knowledge GraphsCode1
Fast and Continual Knowledge Graph Embedding via Incremental LoRACode1
CBench: Towards Better Evaluation of Question Answering Over Knowledge GraphsCode1
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree OptimizationCode1
Boosting the Speed of Entity Alignment 10*: Dual Attention Matching Network with Normalized Hard Sample MiningCode1
FedE: Embedding Knowledge Graphs in Federated SettingCode1
DWUG: A large Resource of Diachronic Word Usage Graphs in Four LanguagesCode1
Language-Guided Audio-Visual Learning for Long-Term Sports AssessmentCode1
BoxE: A Box Embedding Model for Knowledge Base CompletionCode1
A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity AlignmentCode1
EABlock: A Declarative Entity Alignment Block for Knowledge Graph Creation PipelinesCode1
Bridging Knowledge Graphs to Generate Scene GraphsCode1
Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix FactorizationCode1
Learning from History: Modeling Temporal Knowledge Graphs with Sequential Copy-Generation NetworksCode1
Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language ModelsCode1
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge GraphsCode1
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link PredictionCode1
A Generalization of Transformer Networks to GraphsCode1
causalgraph: A Python Package for Modeling, Persisting and Visualizing Causal Graphs Embedded in 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