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 251–300 of 2974 papers

TitleStatusHype
Acquiring and Modelling Abstract Commonsense Knowledge via ConceptualizationCode1
Knowledge Graph-based Retrieval-Augmented Generation for Schema MatchingCode1
Knowledge Graph Embedding for Link Prediction: A Comparative AnalysisCode1
Knowledge Graph Embedding Methods for Entity Alignment: An Experimental ReviewCode1
DSKReG: Differentiable Sampling on Knowledge Graph for Recommendation with Relational GNNCode1
Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding AggregationCode1
Disconnected Emerging Knowledge Graph Oriented Inductive Link PredictionCode1
Automated Mining of Leaderboards for Empirical AI ResearchCode1
DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention NetworkCode1
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge GraphsCode1
Analogical Inference Enhanced Knowledge Graph EmbeddingCode1
DiffKG: Knowledge Graph Diffusion Model for RecommendationCode1
Diverse and Informative Dialogue Generation with Context-Specific Commonsense Knowledge AwarenessCode1
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph EngineeringCode1
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge GraphsCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
A Benchmarking Study of Embedding-based Entity Alignment for Knowledge GraphsCode1
An Accurate Unsupervised Method for Joint Entity Alignment and Dangling Entity DetectionCode1
DDGCN: Dual Dynamic Graph Convolutional Networks for Rumor Detection on Social MediaCode1
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph ConstructionCode1
Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph ExpertsCode1
Efficient Relation-aware Scoring Function Search for Knowledge Graph EmbeddingCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
CSKG: The CommonSense Knowledge GraphCode1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention NetworksCode1
Continual Learning of Knowledge Graph EmbeddingsCode1
Convolutional 2D Knowledge Graph EmbeddingsCode1
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language ModelsCode1
Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-ExplorationCode1
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language ModelsCode1
Convolutional Complex Knowledge Graph EmbeddingsCode1
Adapters for Enhanced Modeling of Multilingual Knowledge and TextCode1
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge GraphsCode1
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail KnowledgeCode1
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question AnsweringCode1
ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge GraphsCode1
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge GraphCode1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
Deep Graph Matching ConsensusCode1
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoningCode1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical RecordsCode1
Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network ModelCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention NetworksCode1
Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge GraphsCode1
Diffusion-based Hierarchical Negative Sampling for Multimodal Knowledge Graph CompletionCode1
GOProteinGNN: Leveraging Protein Knowledge Graphs for Protein Representation LearningCode1
Complex Query Answering with Neural Link PredictorsCode1
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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