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 101–150 of 2974 papers

TitleStatusHype
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention NetworksCode1
Diffusion-based Hierarchical Negative Sampling for Multimodal Knowledge Graph CompletionCode1
DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention NetworkCode1
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report GenerationCode1
Automatic Biomedical Term Clustering by Learning Fine-grained Term RepresentationsCode1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical RecordsCode1
Automated Mining of Leaderboards for Empirical AI ResearchCode1
A High-Level Ontology Network for ICT InfrastructuresCode1
Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network ModelCode1
AutoRDF2GML: Facilitating RDF Integration in Graph Machine LearningCode1
BioBridge: Bridging Biomedical Foundation Models via Knowledge GraphsCode1
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph ConstructionCode1
AISecKG: Knowledge Graph Dataset for Cybersecurity EducationCode1
Explainable Link Prediction for Emerging Entities in Knowledge GraphsCode1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge GraphsCode1
Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge GraphsCode1
Deep Graph Matching ConsensusCode1
Benchmarking the Abilities of Large Language Models for RDF Knowledge Graph Creation and Comprehension: How Well Do LLMs Speak Turtle?Code1
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge GraphsCode1
BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language ModelsCode1
A Knowledge Graph Embeddings based Approach for Author Name Disambiguation using LiteralsCode1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood InformationCode1
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language ModelsCode1
DEER: Descriptive Knowledge Graph for Explaining Entity RelationshipsCode1
Acquiring and Modelling Abstract Commonsense Knowledge via ConceptualizationCode1
Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge GraphsCode1
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoningCode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge GraphsCode1
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph EngineeringCode1
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge GraphsCode1
DDGCN: Dual Dynamic Graph Convolutional Networks for Rumor Detection on Social MediaCode1
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and ProspectsCode1
A Generalization of Transformer Networks to GraphsCode1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM EraCode1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
CSKG: The CommonSense Knowledge GraphCode1
A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity AlignmentCode1
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
A Study of Situational Reasoning for Traffic UnderstandingCode1
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle TrainingCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question AnsweringCode1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention NetworksCode1
Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learningCode1
Convolutional 2D Knowledge Graph EmbeddingsCode1
Adversarial Robustness of Representation Learning for Knowledge GraphsCode1
A Simple Approach to Case-Based Reasoning in Knowledge BasesCode1
ASER: A Large-scale Eventuality Knowledge GraphCode1
Contextual Graph Attention for Answering Logical Queries over Incomplete 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