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 1151–1200 of 2974 papers

TitleStatusHype
3D Scene Graph Prediction on Point Clouds Using Knowledge Graphs—0
HyperFormer: Enhancing Entity and Relation Interaction for Hyper-Relational Knowledge Graph CompletionCode1
Approximate Answering of Graph Queries—0
Large Language Models and Knowledge Graphs: Opportunities and Challenges—0
AspectMMKG: A Multi-modal Knowledge Graph with Aspect-aware EntitiesCode0
Predicting Drug-Drug Interactions Using Knowledge Graphs—0
RECipe: Does a Multi-Modal Recipe Knowledge Graph Fit a Multi-Purpose Recommendation System?—0
Fact-Checking Generative AI: Ontology-Driven Biological Graphs for Disease-Gene Link Verification—0
Biomedical Knowledge Graph Embeddings with Negative StatementsCode0
Decision Knowledge Graphs: Construction of and Usage in Question Answering for Clinical Practice Guidelines—0
Harnessing the Web and Knowledge Graphs for Automated Impact Investing Scoring—0
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and ProspectsCode1
Text2KGBench: A Benchmark for Ontology-Driven Knowledge Graph Generation from TextCode0
Interleaving GANs with knowledge graphs to support design creativity for book coversCode0
Getting from Generative AI to Trustworthy AI: What LLMs might learn from Cyc—0
A Modular Ontology for MODS -- Metadata Object Description Schema—0
Question Answering with Deep Neural Networks for Semi-Structured Heterogeneous Genealogical Knowledge Graphs—0
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks—0
Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity AlignmentCode1
Synthesizing Event-centric Knowledge Graphs of Daily Activities Using Virtual SpaceCode1
Dialogue Shaping: Empowering Agents through NPC Interaction—0
Knowledge-enhanced Neuro-Symbolic AI for Cybersecurity and Privacy—0
Word Sense Disambiguation as a Game of Neurosymbolic Darts—0
Fast Knowledge Graph Completion using Graphics Processing Units—0
Named Entity Resolution in Personal Knowledge Graphs—0
Leveraging Knowledge Graphs for Zero-Shot Object-agnostic State Classification—0
Benchmark datasets for biomedical knowledge graphs with negative statements—0
A Constraint-based Recommender System via RDF Knowledge Graphs—0
Towards Ontologically Grounded and Language-Agnostic Knowledge Graphs—0
TREA: Tree-Structure Reasoning Schema for Conversational RecommendationCode0
A Personalized Recommender System Based-on Knowledge Graph Embeddings—0
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language ModelsCode1
Neurosymbolic AI for Reasoning on Biomedical Knowledge Graphs—0
Bayesian inference for data-efficient, explainable, and safe robotic motion planning: A review—0
Knowledge Graph Enhanced Intelligent Tutoring System Based on Exercise Representativeness and Informativeness—0
EFO_k-CQA: Towards Knowledge Graph Complex Query Answering beyond Set OperationCode1
Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge GraphCode2
Explaining and visualizing black-box models through counterfactual pathsCode0
Temporal Fact Reasoning over Hyper-Relational Knowledge GraphsCode0
Using Large Language Models for Zero-Shot Natural Language Generation from Knowledge GraphsCode0
Retrieval Augmented Generation using Engineering Design KnowledgeCode0
LLM-assisted Knowledge Graph Engineering: Experiments with ChatGPTCode1
IntelliGraphs: Datasets for Benchmarking Knowledge Graph GenerationCode1
An Effective and Efficient Time-aware Entity Alignment Framework via Two-aspect Three-view Label PropagationCode0
LogKG: Log Failure Diagnosis Through Knowledge Graph—0
Empowering recommender systems using automatically generated Knowledge Graphs and Reinforcement LearningCode0
An Open-Source Knowledge Graph Ecosystem for the Life SciencesCode2
Separate-and-Aggregate: A Transformer-based Patch Refinement Model for Knowledge Graph Completion—0
Multi-modal Graph Learning over UMLS Knowledge GraphsCode1
Multi-granularity Temporal Question Answering over 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