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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1176–1200 of 2974 papers

TitleStatusHype
Improving Multi-hop Logical Reasoning in Knowledge Graphs with Context-Aware Query Representation LearningCode0
Graph Reasoning for Explainable Cold Start Recommendation—0
A Survey on Recent Random Walk-based Methods for Embedding Knowledge Graphs—0
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
Are Large Language Models the New Interface for Data Pipelines?—0
Efficient Knowledge Infusion via KG-LLM Alignment—0
Query-Enhanced Adaptive Semantic Path Reasoning for Inductive Knowledge Graph Completion—0
Multimodal Reasoning with Multimodal Knowledge Graph—0
FactGenius: Combining Zero-Shot Prompting and Fuzzy Relation Mining to Improve Fact Verification with Knowledge GraphsCode0
Explore then Determine: A GNN-LLM Synergy Framework for Reasoning over Knowledge Graph—0
EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs—0
From Latent to Lucid: Transforming Knowledge Graph Embeddings into Interpretable Structures with KGEPrisma—0
LinkLogic: A New Method and Benchmark for Explainable Knowledge Graph PredictionsCode0
Knowledge Enhanced Multi-intent Transformer Network for RecommendationCode0
KNOW: A Real-World Ontology for Knowledge Capture with Large Language Models—0
Knowledge Graph Tuning: Real-time Large Language Model Personalization based on Human Feedback—0
Towards Next-Generation Urban Decision Support Systems through AI-Powered Construction of Scientific Ontology using Large Language Models -- A Case in Optimizing Intermodal Freight Transportation—0
Safety Control of Service Robots with LLMs and Embodied Knowledge Graphs—0
Assessing LLMs Suitability for Knowledge Graph CompletionCode0
Entity Alignment with Noisy Annotations from Large Language ModelsCode0
EMERGE: Integrating RAG for Improved Multimodal EHR Predictive Modeling—0
Uncertainty Management in the Construction of Knowledge Graphs: a Survey—0
Leveraging small language models for Text2SPARQL tasks to improve the resilience of AI assistanceCode0
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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