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
Fusing Context Into Knowledge Graph for Commonsense Question AnsweringCode1
DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention NetworkCode1
BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language ModelsCode1
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
Generalizing Knowledge Graph Embedding with Universal Orthogonal ParameterizationCode1
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge GraphsCode1
Adversarial Robustness of Representation Learning for Knowledge GraphsCode1
Knowledge Graph Augmented Network Towards Multiview Representation Learning for Aspect-based Sentiment AnalysisCode1
Knowledge Graph Contrastive Learning for RecommendationCode1
Knowledge Graph Embedding for Link Prediction: A Comparative AnalysisCode1
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and ProspectsCode1
From Discourse to Narrative: Knowledge Projection for Event Relation ExtractionCode1
Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learningCode1
BioBLP: A Modular Framework for Learning on Multimodal Biomedical Knowledge GraphsCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis GenerationCode1
An Open Challenge for Inductive Link Prediction on Knowledge GraphsCode1
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis PredictionCode1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge GraphCode1
Knowledge Graph Reasoning over Entities and Numerical ValuesCode1
A Toolkit for Generating Code Knowledge GraphsCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge GraphsCode1
FiTs: Fine-grained Two-stage Training for Knowledge-aware Question AnsweringCode1
Differentially Private Federated Knowledge Graphs EmbeddingCode1
BiQUE: Biquaternionic Embeddings of Knowledge GraphsCode1
CBench: Towards Better Evaluation of Question Answering Over Knowledge GraphsCode1
Forecasting high-impact research topics via machine learning on evolving 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
Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence EncodersCode1
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report GenerationCode1
EABlock: A Declarative Entity Alignment Block for Knowledge Graph Creation PipelinesCode1
BoxE: A Box Embedding Model for Knowledge Base CompletionCode1
A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity AlignmentCode1
causalgraph: A Python Package for Modeling, Persisting and Visualizing Causal Graphs Embedded in Knowledge GraphsCode1
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 Dynamic Belief Graphs to Generalize on Text-Based GamesCode1
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 from Missing Relations: Contrastive Learning with Commonsense Knowledge Graphs for Commonsense InferenceCode1
A Generalization of Transformer Networks to GraphsCode1
Faithfully Explainable Recommendation via Neural Logic ReasoningCode1
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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