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

Showing 18511900 of 2974 papers

TitleStatusHype
Making Study Populations Visible through Knowledge Graphs0
Thinking, Fast and Slow: Combining Vector Spaces and Knowledge Graphs0
Malware Knowledge Graph Generation0
CAPD: A Context-Aware, Policy-Driven Framework for Secure and Resilient IoBT Operations0
Manufacturing Service Capability Prediction with Graph Neural Networks0
Mapping Patterns for Virtual Knowledge Graphs0
Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data0
Adversarial Learning for Debiasing Knowledge Graph Embeddings0
Adversarial Contrastive Estimation0
Matching with Transformers in MELT0
Materializing Knowledge Bases via Trigger Graphs0
Material Property Prediction with Element Attribute Knowledge Graphs and Multimodal Representation Learning0
P^2: A Plan-and-Pretrain Approach for Knowledge Graph-to-Text Generation0
Matrix Factorization for Inferring Associations and Missing Links0
MCMH: Learning Multi-Chain Multi-Hop Rules for Knowledge Graph Reasoning0
MCSFF: Multi-modal Consistency and Specificity Fusion Framework for Entity Alignment0
Tianyi: A Traditional Chinese Medicine all-rounder language model and its Real-World Clinical Practice0
MDistMult: A Multiple Scoring Functions Model for Link Prediction on Antiviral Drugs Knowledge Graph0
Y-Mol: A Multiscale Biomedical Knowledge-Guided Large Language Model for Drug Development0
Can LLMs Support Medical Knowledge Imputation? An Evaluation-Based Perspective0
Advancing the State of the Art in Open Domain Dialog Systems through the Alexa Prize0
MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities0
MedDiT: A Knowledge-Controlled Diffusion Transformer Framework for Dynamic Medical Image Generation in Virtual Simulated Patient0
Advances in Machine Learning Research Using Knowledge Graphs0
Can Language Models Capture Graph Semantics? From Graphs to Language Model and Vice-Versa0
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey0
MedSim: A Novel Semantic Similarity Measure in Bio-medical Knowledge Graphs0
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study over Open-ended Question Answering0
MEKER: Memory Efficient Knowledge Embedding Representation for Link Prediction and Question Answering0
Membership Inference Attacks on Knowledge Graphs0
Advanced RAG Models with Graph Structures: Optimizing Complex Knowledge Reasoning and Text Generation0
A Domain-Agnostic Neurosymbolic Approach for Big Social Data Analysis: Evaluating Mental Health Sentiment on Social Media during COVID-190
Message Intercommunication for Inductive Relation Reasoning0
Time-aware Multiway Adaptive Fusion Network for Temporal Knowledge Graph Question Answering0
CADReN: Contextual Anchor-Driven Relational Network for Controllable Cross-Graphs Node Importance Estimation0
Building Trust in Conversational AI: A Comprehensive Review and Solution Architecture for Explainable, Privacy-Aware Systems using LLMs and Knowledge Graph0
Building Knowledge Graphs Towards a Global Food Systems Datahub0
Meta-Learning Based Knowledge Extrapolation for Temporal Knowledge Graph0
Meta Operator for Complex Query Answering on Knowledge Graphs0
Meta-Path-Free Representation Learning on Heterogeneous Networks0
Time-aware Relational Graph Attention Network for Temporal Knowledge Graph Embeddings0
Building Interoperable Electronic Health Records as Purpose-Driven Knowledge Graphs0
Meta Reasoning over Knowledge Graphs0
Visual Diagrammatic Queries in ViziQuer: Overview and Implementation0
Meta-Semantic Representation for Early Detection of Alzheimer's Disease0
MetaTKG: Learning Evolutionary Meta-Knowledge for Temporal Knowledge Graph Reasoning0
MG-BERT: Multi-Graph Augmented BERT for Masked Language Modeling0
MGSA: Multi-Granularity Graph Structure Attention for Knowledge Graph-to-Text Generation0
Building FKG.in: a Knowledge Graph for Indian Food0
Mindful-RAG: A Study of Points of Failure in Retrieval Augmented Generation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified