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

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Showing 1601–1625 of 2974 papers

TitleStatusHype
Multi-Modal Knowledge Graph Construction and Application: A Survey—0
Multi-modal Knowledge Graph Generation with Semantics-enriched Prompts—0
Multimodal Reasoning with Multimodal Knowledge Graph—0
Multimodal Relational Triple Extraction with Query-based Entity Object Transformer—0
Multiple Knowledge GraphDB (MKGDB)—0
Multi-source Education Knowledge Graph Construction and Fusion for College Curricula—0
Knowledge Enhanced Multi-Domain Recommendations in an AI Assistant Application—0
Multi-task Neural Network for Non-discrete Attribute Prediction in Knowledge Graphs—0
Musical Heritage Historical Entity Linking—0
Mutually-paced Knowledge Distillation for Cross-lingual Temporal Knowledge Graph Reasoning—0
Mutual Understanding between People and Systems via Neurosymbolic AI and Knowledge Graphs—0
NABU - Multilingual Graph-based Neural RDF Verbalizer—0
Named Entity Recognition in Industrial Tables using Tabular Language Models—0
Named Entity Resolution in Personal Knowledge Graphs—0
Named Graphs for Semantic Representation—0
Narrating Causal Graphs with Large Language Models—0
Narrative Analysis of True Crime Podcasts With Knowledge Graph-Augmented Large Language Models—0
NASA Science Mission Directorate Knowledge Graph Discovery—0
Natural Language Generation at Scale: A Case Study for Open Domain Question Answering—0
Natural Language Processing for Drug Discovery Knowledge Graphs: promises and pitfalls—0
Navigating Healthcare Insights: A Birds Eye View of Explainability with Knowledge Graphs—0
Negative Sampling in Knowledge Graph Representation Learning: A Review—0
NeSy4VRD: A Multifaceted Resource for Neurosymbolic AI Research using Knowledge Graphs in Visual Relationship Detection—0
Network Representation Learning: From Preprocessing, Feature Extraction to Node Embedding—0
Neural Natural Language Processing for Unstructured Data in Electronic Health Records: a Review—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