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 651–675 of 2974 papers

TitleStatusHype
Knowledge Graph-Enhanced Large Language Models via Path SelectionCode1
IoT-Based Preventive Mental Health Using Knowledge Graphs and Standards for Better Well-Being—0
Personalized Federated Knowledge Graph Embedding with Client-Wise Relation Graph—0
Large Language Models and Knowledge Graphs for Astronomical Entity Disambiguation—0
Are Large Language Models a Good Replacement of Taxonomies?Code0
Context Graph—0
Light Up the Shadows: Enhance Long-Tailed Entity Grounding with Concept-Guided Vision-Language ModelsCode0
KGPA: Robustness Evaluation for Large Language Models via Cross-Domain Knowledge GraphsCode0
Large Language Models as Interpolated and Extrapolated Event PredictorsCode0
Integrating Large Language Models with Graph-based Reasoning for Conversational Question Answering—0
Precision Empowers, Excess Distracts: Visual Question Answering With Dynamically Infused Knowledge In Language Models—0
TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous GraphsCode3
Improving rule mining via embedding-based link predictionCode0
Learning Multi-view Molecular Representations with Structured and Unstructured Knowledge—0
Differentiable Reasoning about Knowledge Graphs with Region-based Graph Neural Networks—0
Wiki Entity Summarization BenchmarkCode1
Research Trends for the Interplay between Large Language Models and Knowledge Graphs—0
Efficient Parallel Multi-Hop Reasoning: A Scalable Approach for Knowledge Graph Analysis—0
DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge GraphsCode0
Graph Reasoning for Explainable Cold Start Recommendation—0
A Survey on Recent Random Walk-based Methods for Embedding Knowledge Graphs—0
Improving Multi-hop Logical Reasoning in Knowledge Graphs with Context-Aware Query Representation LearningCode0
The Curse of Popularity: Popular Entities have Catastrophic Side Effects when Deleting Knowledge from Language Models—0
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs—0
Compositional Generalization with Grounded Language ModelsCode0
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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