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 201–225 of 2974 papers

TitleStatusHype
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation—0
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
Knowledge Bridger: Towards Training-free Missing Modality CompletionCode1
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
Applications of Large Models in Medicine—0
Intermediate triple table: A general architecture for virtual knowledge graphsCode0
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
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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