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 1476–1500 of 2974 papers

TitleStatusHype
KGEval: Estimating Accuracy of Automatically Constructed Knowledge Graphs—0
KGEx: Explaining Knowledge Graph Embeddings via Subgraph Sampling and Knowledge Distillation—0
KGExplainer: Towards Exploring Connected Subgraph Explanations for Knowledge Graph Completion—0
TaCE: Time-aware Convolutional Embedding Learning for Temporal Knowledge Graph Completion—0
Construction of Knowledge Graphs: State and Challenges—0
Construction of Hyper-Relational Knowledge Graphs Using Pre-Trained Large Language Models—0
KG-Hub -- Building and Exchanging Biological Knowledge Graphs—0
KGIF: Optimizing Relation-Aware Recommendations with Knowledge Graph Information Fusion—0
Beyond Single Pass, Looping Through Time: KG-IRAG with Iterative Knowledge Retrieval—0
KGLens: Towards Efficient and Effective Knowledge Probing of Large Language Models with Knowledge Graphs—0
KG-LLM-Bench: A Scalable Benchmark for Evaluating LLM Reasoning on Textualized Knowledge Graphs—0
Construction and Application of Materials Knowledge Graph in Multidisciplinary Materials Science via Large Language Model—0
Abstract Graphs and Abstract Paths for Knowledge Graph Completion—0
KG-MDL: Mining Graph Patterns in Knowledge Graphs with the MDL Principle—0
Construction d'un système de recommandation basé sur des contraintes via des graphes de connaissances—0
Validating ChatGPT Facts through RDF Knowledge Graphs and Sentence Similarity—0
KGPrune: a Web Application to Extract Subgraphs of Interest from Wikidata with Analogical Pruning—0
KG-RAG: Bridging the Gap Between Knowledge and Creativity—0
Constructing Micro Knowledge Graphs from Technical Support Documents—0
KGrEaT: A Framework to Evaluate Knowledge Graphs via Downstream Tasks—0
KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods—0
KGroot: Enhancing Root Cause Analysis through Knowledge Graphs and Graph Convolutional Neural Networks—0
KGSynNet: A Novel Entity Synonyms Discovery Framework with Knowledge Graph—0
Constructing Information-Lossless Biological Knowledge Graphs from Conditional Statements—0
SnapE -- Training Snapshot Ensembles of Link Prediction 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