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
Faithfully Explainable Recommendation via Neural Logic ReasoningCode1
Causal Discovery in Knowledge Graphs by Exploiting Asymmetric Properties of Non-Gaussian DistributionsCode1
Fast and Continual Knowledge Graph Embedding via Incremental LoRACode1
Facing Changes: Continual Entity Alignment for Growing Knowledge GraphsCode1
causalgraph: A Python Package for Modeling, Persisting and Visualizing Causal Graphs Embedded in Knowledge GraphsCode1
FactKG: Fact Verification via Reasoning on Knowledge GraphsCode1
FedE: Embedding Knowledge Graphs in Federated SettingCode1
ExpressivE: A Spatio-Functional Embedding For Knowledge Graph CompletionCode1
Exploring Large Language Models for Knowledge Graph CompletionCode1
Expressive Scene Graph Generation Using Commonsense Knowledge Infusion for Visual Understanding and ReasoningCode1
ExeKGLib: Knowledge Graphs-Empowered Machine Learning AnalyticsCode1
An Accurate Unsupervised Method for Joint Entity Alignment and Dangling Entity DetectionCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based ResultsCode1
Differentially Private Federated Knowledge Graphs EmbeddingCode1
Knowledge Embedding Based Graph Convolutional NetworkCode1
Evaluating Logical Generalization in Graph Neural NetworksCode1
Adapters for Enhanced Modeling of Multilingual Knowledge and TextCode1
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge GraphsCode1
Bridging Knowledge Graphs to Generate Scene GraphsCode1
BioBLP: A Modular Framework for Learning on Multimodal Biomedical Knowledge GraphsCode1
Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-ExplorationCode1
BioBridge: Bridging Biomedical Foundation Models via Knowledge GraphsCode1
Entity-aware Transformers for Entity SearchCode1
EventEA: Benchmarking Entity Alignment for Event-centric Knowledge GraphsCode1
Enhancing Taxonomy Completion with Concept Generation via Fusing Relational RepresentationsCode1
Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link PredictionCode1
BiQUE: Biquaternionic Embeddings of Knowledge GraphsCode1
EnriCo: Enriched Representation and Globally Constrained Inference for Entity and Relation ExtractionCode1
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge GraphsCode1
BoxE: A Box Embedding Model for Knowledge Base CompletionCode1
Boosting the Speed of Entity Alignment 10*: Dual Attention Matching Network with Normalized Hard Sample MiningCode1
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge GraphsCode1
Can Knowledge Graphs Simplify Text?Code1
A Benchmarking Study of Embedding-based Entity Alignment for Knowledge GraphsCode1
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge GraphsCode1
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph CompletionCode1
EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use caseCode1
Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding SpaceCode1
CAFE: Coarse-to-Fine Neural Symbolic Reasoning for Explainable RecommendationCode1
Analogical Inference Enhanced Knowledge Graph EmbeddingCode1
Can LLMs be Good Graph Judge for Knowledge Graph Construction?Code1
Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge GraphsCode1
Extracting Summary Knowledge Graphs from Long DocumentsCode1
GOProteinGNN: Leveraging Protein Knowledge Graphs for Protein Representation LearningCode1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
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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