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 1251–1275 of 2974 papers

TitleStatusHype
Accelerating Medical Knowledge Discovery through Automated Knowledge Graph Generation and Enrichment—0
A Continual Relation Extraction Approach for Knowledge Graph Completeness—0
Reinforcement Learning Approach for Integrating Compressed Contexts into Knowledge Graphs—0
Leveraging Intra-modal and Inter-modal Interaction for Multi-Modal Entity Alignment—0
NALA: an Effective and Interpretable Entity Alignment MethodCode0
TC-OCR: TableCraft OCR for Efficient Detection & Recognition of Table Structure & Content—0
Progressive Knowledge Graph CompletionCode0
Automatic Knowledge Graph Construction for Judicial Cases—0
German Tourism Knowledge Graph—0
KG-CTG: Citation Generation through Knowledge Graph-guided Large Language Models—0
Mitigating Heterogeneity among Factor Tensors via Lie Group Manifolds for Tensor Decomposition Based Temporal Knowledge Graph EmbeddingCode0
Cross-Data Knowledge Graph Construction for LLM-enabled Educational Question-Answering System: A Case Study at HCMUT—0
Augmenting Knowledge Graph Hierarchies Using Neural Transformers—0
Knowledge graphs for empirical concept retrievalCode0
Building A Knowledge Graph to Enrich ChatGPT Responses in Manufacturing Service Discovery—0
Zero-Shot Relational Learning for Multimodal Knowledge GraphsCode0
Evaluating the Effectiveness of Artificial Intelligence in Predicting Adverse Drug Reactions among Cancer Patients: A Systematic Review and Meta-Analysis—0
KGExplainer: Towards Exploring Connected Subgraph Explanations for Knowledge Graph Completion—0
Knowledge Graph Representation for Political Information Sources—0
Unveiling LLMs: The Evolution of Latent Representations in a Dynamic Knowledge GraphCode0
KG4RecEval: Does Knowledge Graph Really Matter for Recommender Systems?Code0
BanglaAutoKG: Automatic Bangla Knowledge Graph Construction with Semantic Neural Graph FilteringCode0
Comprehensible Artificial Intelligence on Knowledge Graphs: A survey—0
On Linearizing Structured Data in Encoder-Decoder Language Models: Insights from Text-to-SQL—0
Construction and Application of Materials Knowledge Graph in Multidisciplinary Materials Science via Large Language Model—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