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 651–700 of 2974 papers

TitleStatusHype
Enhancing Distractor Generation for Multiple-Choice Questions with Retrieval Augmented Pretraining and Knowledge Graph Integration—0
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
Learning Multi-view Molecular Representations with Structured and Unstructured Knowledge—0
TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous GraphsCode3
Improving rule mining via embedding-based link predictionCode0
Precision Empowers, Excess Distracts: Visual Question Answering With Dynamically Infused Knowledge In Language Models—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
Graph Reasoning for Explainable Cold Start Recommendation—0
Improving Multi-hop Logical Reasoning in Knowledge Graphs with Context-Aware Query Representation LearningCode0
DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge GraphsCode0
A Survey on Recent Random Walk-based Methods for Embedding Knowledge Graphs—0
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs—0
The Curse of Popularity: Popular Entities have Catastrophic Side Effects when Deleting Knowledge from Language Models—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
Docs2KG: Unified Knowledge Graph Construction from Heterogeneous Documents Assisted by Large Language ModelsCode3
Multimodal Reasoning with Multimodal Knowledge Graph—0
Query-Enhanced Adaptive Semantic Path Reasoning for Inductive Knowledge Graph Completion—0
FactGenius: Combining Zero-Shot Prompting and Fuzzy Relation Mining to Improve Fact Verification with Knowledge GraphsCode0
EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs—0
Explore then Determine: A GNN-LLM Synergy Framework for Reasoning over Knowledge Graph—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
GNN-RAG: Graph Neural Retrieval for Large Language Model ReasoningCode3
Knowledge Graph Tuning: Real-time Large Language Model Personalization based on Human Feedback—0
KNOW: A Real-World Ontology for Knowledge Capture with Large Language Models—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
EMERGE: Integrating RAG for Improved Multimodal EHR Predictive Modeling—0
Assessing LLMs Suitability for Knowledge Graph CompletionCode0
Leveraging small language models for Text2SPARQL tasks to improve the resilience of AI assistanceCode0
Entity Alignment with Noisy Annotations from Large Language ModelsCode0
Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation LearningCode1
Interesting Scientific Idea Generation using Knowledge Graphs and LLMs: Evaluations with 100 Research Group LeadersCode1
Cost-efficient Knowledge-based Question Answering with Large Language Models—0
Uncertainty Management in the Construction of Knowledge Graphs: a Survey—0
GRAG: Graph Retrieval-Augmented GenerationCode3
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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