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 1526–1550 of 2974 papers

TitleStatusHype
Machine Reading Comprehension Using Structural Knowledge Graph-aware Network—0
Making Study Populations Visible through Knowledge Graphs—0
Malware Knowledge Graph Generation—0
Manufacturing Service Capability Prediction with Graph Neural Networks—0
Mapping Patterns for Virtual Knowledge Graphs—0
Matching with Transformers in MELT—0
Materializing Knowledge Bases via Trigger Graphs—0
Material Property Prediction with Element Attribute Knowledge Graphs and Multimodal Representation Learning—0
P^2: A Plan-and-Pretrain Approach for Knowledge Graph-to-Text Generation—0
Matrix Factorization for Inferring Associations and Missing Links—0
MCMH: Learning Multi-Chain Multi-Hop Rules for Knowledge Graph Reasoning—0
MCSFF: Multi-modal Consistency and Specificity Fusion Framework for Entity Alignment—0
MDistMult: A Multiple Scoring Functions Model for Link Prediction on Antiviral Drugs Knowledge Graph—0
MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities—0
MedDiT: A Knowledge-Controlled Diffusion Transformer Framework for Dynamic Medical Image Generation in Virtual Simulated Patient—0
MedSim: A Novel Semantic Similarity Measure in Bio-medical Knowledge Graphs—0
MEKER: Memory Efficient Knowledge Embedding Representation for Link Prediction and Question Answering—0
Membership Inference Attacks on Knowledge Graphs—0
Message Intercommunication for Inductive Relation Reasoning—0
Meta-Learning Based Knowledge Extrapolation for Temporal Knowledge Graph—0
Meta Operator for Complex Query Answering on Knowledge Graphs—0
Meta-Path-Free Representation Learning on Heterogeneous Networks—0
Meta Reasoning over Knowledge Graphs—0
Meta-Semantic Representation for Early Detection of Alzheimer's Disease—0
MetaTKG: Learning Evolutionary Meta-Knowledge for Temporal Knowledge Graph Reasoning—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