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 776–800 of 2974 papers

TitleStatusHype
ER-RAG: Enhance RAG with ER-Based Unified Modeling of Heterogeneous Data Sources—0
G-OSR: A Comprehensive Benchmark for Graph Open-Set Recognition—0
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
Building Knowledge Graphs Towards a Global Food Systems Datahub—0
TRIX: A More Expressive Model for Zero-shot Domain Transfer in Knowledge GraphsCode0
Holistic Audit Dataset Generation for LLM Unlearning via Knowledge Graph Traversal and Redundancy Removal—0
Talking like Piping and Instrumentation Diagrams (P&IDs)—0
GraphRank Pro+: Advancing Talent Analytics Through Knowledge Graphs and Sentiment-Enhanced Skill Profiling—0
Applications of Large Models in Medicine—0
Intermediate triple table: A general architecture for virtual knowledge graphsCode0
Graph Masked Language Models—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
Fact or Guesswork? Evaluating Large Language Model's Medical Knowledge with Structured One-Hop Judgment—0
Beyond the Surface: Uncovering Implicit Locations with LLMs for Personalized Local News—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
Grounding LLM Reasoning with Knowledge Graphs—0
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge—0
How Expressive are Knowledge Graph Foundation Models?—0
RAG vs. GraphRAG: A Systematic Evaluation and Key Insights—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