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 51–75 of 2974 papers

TitleStatusHype
Managing FAIR Knowledge Graphs as Polyglot Data End Points: A Benchmark based on the rdf2pg Framework and Plant Biology DataCode2
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge GraphsCode1
SciCUEval: A Comprehensive Dataset for Evaluating Scientific Context Understanding in Large Language Models—0
Multi-modal Integration Analysis of Alzheimer's Disease Using Large Language Models and Knowledge Graphs—0
Graph Foundation Models: A Comprehensive SurveyCode2
Towards Explainable Temporal Reasoning in Large Language Models: A Structure-Aware Generative FrameworkCode0
Protoknowledge Shapes Behaviour of LLMs in Downstream Tasks: Memorization and Generalization with Knowledge Graphs—0
The Role of Visualization in LLM-Assisted Knowledge Graph Systems: Effects on User Trust, Exploration, and Workflows—0
TxPert: Leveraging Biochemical Relationships for Out-of-Distribution Transcriptomic Perturbation PredictionCode1
Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning—0
KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language ModelsCode1
MultiHal: Multilingual Dataset for Knowledge-Graph Grounded Evaluation of LLM HallucinationsCode0
Divide by Question, Conquer by Agent: SPLIT-RAG with Question-Driven Graph Partitioning—0
Self-Reinforced Graph Contrastive LearningCode0
Q^2Forge: Minting Competency Questions and SPARQL Queries for Question-Answering Over Knowledge Graphs—0
Rank, Chunk and Expand: Lineage-Oriented Reasoning for Taxonomy Expansion—0
GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation—0
Mixture Policy based Multi-Hop Reasoning over N-tuple Temporal Knowledge Graphs—0
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and FilteringCode0
Reasoning BO: Enhancing Bayesian Optimization with Long-Context Reasoning Power of LLMs—0
Tianyi: A Traditional Chinese Medicine all-rounder language model and its Real-World Clinical Practice—0
LLM-KG-Bench 3.0: A Compass for SemanticTechnology Capabilities in the Ocean of LLMsCode0
Agentic Publications: An LLM-Driven Framework for Interactive Scientific Publishing, Supplementing Traditional Papers with AI-Powered Knowledge Systems—0
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical DataCode0
UniEdit: A Unified Knowledge Editing Benchmark for Large Language Models—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