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 201–250 of 2974 papers

TitleStatusHype
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation—0
Knowledge Bridger: Towards Training-free Missing Modality CompletionCode1
KEDRec-LM: A Knowledge-distilled Explainable Drug Recommendation Large Language Model—0
Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix FactorizationCode1
Holistic Audit Dataset Generation for LLM Unlearning via Knowledge Graph Traversal and Redundancy Removal—0
OntologyRAG: Better and Faster Biomedical Code Mapping with Retrieval-Augmented Generation (RAG) Leveraging Ontology Knowledge Graphs and Large Language ModelsCode2
Building Knowledge Graphs Towards a Global Food Systems Datahub—0
Talking like Piping and Instrumentation Diagrams (P&IDs)—0
TRIX: A More Expressive Model for Zero-shot Domain Transfer in Knowledge GraphsCode0
GraphRank Pro+: Advancing Talent Analytics Through Knowledge Graphs and Sentiment-Enhanced Skill Profiling—0
Graph Masked Language Models—0
Intermediate triple table: A general architecture for virtual knowledge graphsCode0
Applications of Large Models in Medicine—0
A Fine-Tuning Approach for T5 Using Knowledge Graphs to Address Complex Tasks—0
GraphCheck: Breaking Long-Term Text Barriers with Extracted Knowledge Graph-Powered Fact-Checking—0
Text2Zinc: A Cross-Domain Dataset for Modeling Optimization and Satisfaction Problems in MiniZinc—0
EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering—0
Dynamic Knowledge Selector and Evaluator for recommendation with Knowledge Graph—0
Beyond the Surface: Uncovering Implicit Locations with LLMs for Personalized Local News—0
From RAG to Memory: Non-Parametric Continual Learning for Large Language ModelsCode7
Fact or Guesswork? Evaluating Large Language Model's Medical Knowledge with Structured One-Hop Judgment—0
Reducing Hallucinations in Language Model-based SPARQL Query Generation Using Post-Generation Memory Retrieval—0
Democratizing Large Language Model-Based Graph Data Augmentation via Latent Knowledge GraphsCode0
R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge GraphsCode1
Grounding LLM Reasoning with Knowledge Graphs—0
How Expressive are Knowledge Graph Foundation Models?—0
K-Paths: Reasoning over Graph Paths for Drug Repurposing and Drug Interaction PredictionCode1
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge—0
KnowPath: Knowledge-enhanced Reasoning via LLM-generated Inference Paths over Knowledge Graphs—0
RAG vs. GraphRAG: A Systematic Evaluation and Key Insights—0
RAS: Retrieval-And-Structuring for Knowledge-Intensive LLM GenerationCode2
K-Edit: Language Model Editing with Contextual Knowledge Awareness—0
Evaluating improvements on using Large Language Models (LLMs) for property extraction in the Open Research Knowledge Graph (ORKG)Code0
KET-RAG: A Cost-Efficient Multi-Granular Indexing Framework for Graph-RAGCode2
Musical Heritage Historical Entity Linking—0
The Joint Entity-Relation Extraction Model Based on Span and Interactive Fusion Representation for Chinese Medical Texts with Complex Semantics—0
TRIFFID: Autonomous Robotic Aid For Increasing First Responders Efficiency—0
Representation Learning to Advance Multi-institutional Studies with Electronic Health Record Data—0
KARMA: Leveraging Multi-Agent LLMs for Automated Knowledge Graph EnrichmentCode2
Deconstructing Depression Stigma: Integrating AI-driven Data Collection and Analysis with Causal Knowledge Graphs—0
Knowledge Graph-Guided Retrieval Augmented GenerationCode2
Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models—0
Ontology-Guided, Hybrid Prompt Learning for Generalization in Knowledge Graph Question AnsweringCode0
SymAgent: A Neural-Symbolic Self-Learning Agent Framework for Complex Reasoning over Knowledge Graphs—0
Automating Mathematical Proof Generation Using Large Language Model Agents and Knowledge Graphs—0
AdaptBot: Combining LLM with Knowledge Graphs and Human Input for Generic-to-Specific Task Decomposition and Knowledge RefinementCode0
VideoRAG: Retrieval-Augmented Generation with Extreme Long-Context VideosCode7
On Bob Dylan: A Computational Perspective—0
GFM-RAG: Graph Foundation Model for Retrieval Augmented GenerationCode3
PathE: Leveraging Entity-Agnostic Paths for Parameter-Efficient Knowledge Graph EmbeddingsCode0
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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