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 1851–1875 of 2974 papers

TitleStatusHype
Making Study Populations Visible through Knowledge Graphs—0
Thinking, Fast and Slow: Combining Vector Spaces and Knowledge Graphs—0
Malware Knowledge Graph Generation—0
CAPD: A Context-Aware, Policy-Driven Framework for Secure and Resilient IoBT Operations—0
Manufacturing Service Capability Prediction with Graph Neural Networks—0
Mapping Patterns for Virtual Knowledge Graphs—0
Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data—0
Adversarial Learning for Debiasing Knowledge Graph Embeddings—0
Adversarial Contrastive Estimation—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
Tianyi: A Traditional Chinese Medicine all-rounder language model and its Real-World Clinical Practice—0
MDistMult: A Multiple Scoring Functions Model for Link Prediction on Antiviral Drugs Knowledge Graph—0
Y-Mol: A Multiscale Biomedical Knowledge-Guided Large Language Model for Drug Development—0
Can LLMs Support Medical Knowledge Imputation? An Evaluation-Based Perspective—0
Advancing the State of the Art in Open Domain Dialog Systems through the Alexa Prize—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
Advances in Machine Learning Research Using Knowledge Graphs—0
Can Language Models Capture Graph Semantics? From Graphs to Language Model and Vice-Versa—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