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 301–325 of 2974 papers

TitleStatusHype
A Dual-Perspective Metaphor Detection Framework Using Large Language ModelsCode0
Markov Process-Based Graph Convolutional Networks for Entity Classification in Knowledge GraphsCode0
APEX^2: Adaptive and Extreme Summarization for Personalized Knowledge GraphsCode0
Advances in Machine Learning Research Using Knowledge Graphs—0
Semantic Web: Past, Present, and FutureCode0
GraphAgent: Agentic Graph Language AssistantCode0
STKDRec: Spatial-Temporal Knowledge Distillation for Takeaway RecommendationCode0
CognTKE: A Cognitive Temporal Knowledge Extrapolation FrameworkCode0
Logical Consistency of Large Language Models in Fact-checking—0
S^2DN: Learning to Denoise Unconvincing Knowledge for Inductive Knowledge Graph CompletionCode1
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval—0
Extending TWIG: Zero-Shot Predictive Hyperparameter Selection for KGEs based on Graph Structure—0
Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language ModelsCode1
Generating Long-form Story Using Dynamic Hierarchical Outlining with Memory-EnhancementCode1
Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question AnsweringCode1
Knowledge Graphs: The Future of Data Integration and Insightful Discovery—0
SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented GenerationCode2
Auto-Cypher: Improving LLMs on Cypher generation via LLM-supervised generation-verification framework—0
LLM is Knowledge Graph Reasoner: LLM's Intuition-aware Knowledge Graph Reasoning for Cold-start Sequential Recommendation—0
From An LLM Swarm To A PDDL-Empowered HIVE: Planning Self-Executed Instructions In A Multi-Modal Jungle—0
How Can LLMs and Knowledge Graphs Contribute to Robot Safety? A Few-Shot Learning Approach—0
Intention Knowledge Graph Construction for User Intention Relation Modeling—0
A Contextualized BERT model for Knowledge Graph Completion—0
Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data—0
Text2Cypher: Bridging Natural Language and Graph Databases—0
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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