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

Showing 201250 of 2974 papers

TitleStatusHype
Benchmarking the Abilities of Large Language Models for RDF Knowledge Graph Creation and Comprehension: How Well Do LLMs Speak Turtle?Code1
Spider4SPARQL: A Complex Benchmark for Evaluating Knowledge Graph Question Answering SystemsCode1
Graph Neural Prompting with Large Language ModelsCode1
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse TransformationCode1
Event Prediction using Case-Based Reasoning over Knowledge GraphsCode1
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph EngineeringCode1
Exploring Large Language Models for Knowledge Graph CompletionCode1
LKPNR: LLM and KG for Personalized News Recommendation FrameworkCode1
Head-to-Tail: How Knowledgeable are Large Language Models (LLMs)? A.K.A. Will LLMs Replace Knowledge Graphs?Code1
Can Knowledge Graphs Simplify Text?Code1
HyperFormer: Enhancing Entity and Relation Interaction for Hyper-Relational Knowledge Graph CompletionCode1
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and ProspectsCode1
Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity AlignmentCode1
Synthesizing Event-centric Knowledge Graphs of Daily Activities Using Virtual SpaceCode1
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language ModelsCode1
EFO_k-CQA: Towards Knowledge Graph Complex Query Answering beyond Set OperationCode1
IntelliGraphs: Datasets for Benchmarking Knowledge Graph GenerationCode1
LLM-assisted Knowledge Graph Engineering: Experiments with ChatGPTCode1
Multi-modal Graph Learning over UMLS Knowledge GraphsCode1
Multi-granularity Temporal Question Answering over Knowledge GraphsCode1
TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation RotationCode1
Towards Few-shot Inductive Link Prediction on Knowledge Graphs: A Relational Anonymous Walk-guided Neural Process ApproachCode1
Otter-Knowledge: benchmarks of multimodal knowledge graph representation learning from different sources for drug discoveryCode1
UUKG: Unified Urban Knowledge Graph Dataset for Urban Spatiotemporal PredictionCode1
BioBLP: A Modular Framework for Learning on Multimodal Biomedical Knowledge GraphsCode1
A Study of Situational Reasoning for Traffic UnderstandingCode1
Knowledge Graph Reasoning over Entities and Numerical ValuesCode1
InGram: Inductive Knowledge Graph Embedding via Relation GraphsCode1
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical ConstraintsCode1
Representation Learning on Hyper-Relational and Numeric Knowledge Graphs with TransformersCode1
Fine-tuned LLMs Know More, Hallucinate Less with Few-Shot Sequence-to-Sequence Semantic Parsing over WikidataCode1
Friendly Neighbors: Contextualized Sequence-to-Sequence Link PredictionCode1
Logical Entity Representation in Knowledge-Graphs for Differentiable Rule LearningCode1
Similarity-weighted Construction of Contextualized Commonsense Knowledge Graphs for Knowledge-intense Argumentation TasksCode1
Pre-trained Language Model with Prompts for Temporal Knowledge Graph CompletionCode1
A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity AlignmentCode1
HAHE: Hierarchical Attention for Hyper-Relational Knowledge Graphs in Global and Local LevelCode1
FactKG: Fact Verification via Reasoning on Knowledge GraphsCode1
Representation Learning for Person or Entity-centric Knowledge Graphs: An Application in HealthcareCode1
SRTK: A Toolkit for Semantic-relevant Subgraph RetrievalCode1
Wasserstein-Fisher-Rao Embedding: Logical Query Embeddings with Local Comparison and Global TransportCode1
ExeKGLib: Knowledge Graphs-Empowered Machine Learning AnalyticsCode1
PeaCoK: Persona Commonsense Knowledge for Consistent and Engaging NarrativesCode1
Causality-aware Concept Extraction based on Knowledge-guided PromptingCode1
Complex Logical Reasoning over Knowledge Graphs using Large Language ModelsCode1
Improving Knowledge Graph Entity Alignment with Graph AugmentationCode1
SGAligner : 3D Scene Alignment with Scene GraphsCode1
Normalizing Flow-based Neural Process for Few-Shot Knowledge Graph CompletionCode1
AISecKG: Knowledge Graph Dataset for Cybersecurity EducationCode1
IMF: Interactive Multimodal Fusion Model for Link PredictionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified