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 1926–1950 of 2974 papers

TitleStatusHype
Creating Knowledge Graphs Subsets using Shape Expressions—0
Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge GraphsCode1
Drug Re-positioning via Text Augmented Knowledge Graph Embeddings—0
Knowledge Graph informed Fake News Classification via Heterogeneous Representation EnsemblesCode0
Learning First-Order Rules with Relational Path Contrast for Inductive Relation Reasoning—0
Temporal Knowledge Graph Reasoning Triggered by MemoriesCode0
Rule Induction in Knowledge Graphs Using Linear ProgrammingCode0
A Survey on State-of-the-art Techniques for Knowledge Graphs Construction and Challenges ahead—0
Graph Neural Networks with Learnable Structural and Positional RepresentationsCode1
Symbolic Knowledge Distillation: from General Language Models to Commonsense ModelsCode1
Network Representation Learning: From Preprocessing, Feature Extraction to Node Embedding—0
ActiveEA: Active Learning for Neural Entity AlignmentCode0
TCube: Domain-Agnostic Neural Time-series NarrationCode1
The CaLiGraph Ontology as a Challenge for OWL ReasonersCode0
An Analysis of COVID-19 Knowledge Graph Construction and Applications—0
Inferring Substitutable and Complementary Products with Knowledge-Aware Path Reasoning based on Dynamic Policy Network—0
GNN is a Counter? Revisiting GNN for Question Answering—0
Cycle Representation Learning for Inductive Relation PredictionCode0
An energy-based model for neuro-symbolic reasoning on knowledge graphsCode1
Generating User-Centred Explanations via Illocutionary Question Answering: From Philosophy to InterfacesCode0
Kepler-aSI at SemTab 2021—0
A High-Level Ontology Network for ICT InfrastructuresCode1
Time-aware Relational Graph Attention Network for Temporal Knowledge Graph Embeddings—0
TaCE: Time-aware Convolutional Embedding Learning for Temporal Knowledge Graph Completion—0
A Topological View of Rule Learning in 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