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 1351–1375 of 2974 papers

TitleStatusHype
KGroot: Enhancing Root Cause Analysis through Knowledge Graphs and Graph Convolutional Neural Networks—0
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
Hierarchical Tree-structured Knowledge Graph For Academic Insight SurveyCode0
Embedding Knowledge Graphs in Degenerate Clifford Algebras—0
CADReN: Contextual Anchor-Driven Relational Network for Controllable Cross-Graphs Node Importance Estimation—0
Deep Outdated Fact Detection in Knowledge Graphs—0
Enhancing Cross-Modal Contextual Congruence for Crowdfunding Success using Knowledge-infused Learning—0
Link Prediction with Relational Hypergraphs—0
Understanding and Guiding Weakly Supervised Entity Alignment with Potential Isomorphism PropagationCode0
Hypergraph-Transformer (HGT) for Interactive Event Prediction in Laparoscopic and Robotic Surgery—0
A Comparative Analysis of Conversational Large Language Models in Knowledge-Based Text GenerationCode0
SPARQL Generation with Entity Pre-trained GPT for KG Question AnsweringCode0
Prompt-Time Symbolic Knowledge Capture with Large Language ModelsCode0
PipeNet: Question Answering with Semantic Pruning over Knowledge GraphsCode0
Two Heads Are Better Than One: Integrating Knowledge from Knowledge Graphs and Large Language Models for Entity Alignment—0
Capturing Knowledge Graphs and Rules with Octagon Embeddings—0
Type-based Neural Link Prediction Adapter for Complex Query Answering—0
Textual Entailment for Effective Triple Validation in Object PredictionCode0
Evaluating LLM -- Generated Multimodal Diagnosis from Medical Images and Symptom Analysis—0
Benchmarking Large Language Models in Complex Question Answering Attribution using Knowledge Graphs—0
Synthetic Multimodal Dataset for Empowering Safety and Well-being in Home Environments—0
Are We Wasting Time? A Fast, Accurate Performance Evaluation Framework for Knowledge Graph Link Predictors—0
A Survey of Deep Learning and Foundation Models for Time Series Forecasting—0
Show:102550
← PrevPage 55 of 119Next →
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