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 876–900 of 2974 papers

TitleStatusHype
HJE: Joint Convolutional Representation Learning for Knowledge Hypergraph Completion—0
Improving Molecule Generation and Drug Discovery with a Knowledge-enhanced Generative Model—0
Forecasting high-impact research topics via machine learning on evolving knowledge graphsCode1
PKG API: A Tool for Personal Knowledge Graph ManagementCode0
Extensible Multi-Granularity Fusion Network for Aspect-based Sentiment AnalysisCode0
KGroot: Enhancing Root Cause Analysis through Knowledge Graphs and Graph Convolutional Neural Networks—0
Power Transformer Fault Prediction Based on Knowledge Graphs—0
X-LoRA: Mixture of Low-Rank Adapter Experts, a Flexible Framework for Large Language Models with Applications in Protein Mechanics and Molecular DesignCode3
GLaM: Fine-Tuning Large Language Models for Domain Knowledge Graph Alignment via Neighborhood Partitioning and Generative Subgraph Encoding—0
Empowering machine learning models with contextual knowledge for enhancing the detection of eating disorders in social media posts—0
Veni, Vidi, Vici: Solving the Myriad of Challenges before Knowledge Graph Learning—0
Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive SurveyCode3
Hierarchical Tree-structured Knowledge Graph For Academic Insight SurveyCode0
SPARQL Generation: an analysis on fine-tuning OpenLLaMA for Question Answering over a Life Science Knowledge GraphCode1
CADReN: Contextual Anchor-Driven Relational Network for Controllable Cross-Graphs Node Importance Estimation—0
Embedding Knowledge Graphs in Degenerate Clifford Algebras—0
Enhancing Cross-Modal Contextual Congruence for Crowdfunding Success using Knowledge-infused Learning—0
Link Prediction with Relational Hypergraphs—0
Deep Outdated Fact Detection in Knowledge Graphs—0
Understanding and Guiding Weakly Supervised Entity Alignment with Potential Isomorphism PropagationCode0
Understanding Reasoning Ability of Language Models From the Perspective of Reasoning Paths AggregationCode1
KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph CompletionCode2
Hypergraph-Transformer (HGT) for Interactive Event Prediction in Laparoscopic and Robotic Surgery—0
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern RetrievalCode1
A Comparative Analysis of Conversational Large Language Models in Knowledge-Based Text GenerationCode0
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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