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 2451–2475 of 2974 papers

TitleStatusHype
Walk Extraction Strategies for Node Embeddings with RDF2Vec in Knowledge GraphsCode0
High-throughput relation extraction algorithm development associating knowledge articles and electronic health records—0
CAVA: A Visual Analytics System for Exploratory Columnar Data Augmentation Using Knowledge GraphsCode0
Why should I not follow you? Reasons For and Reasons Against in Responsible Recommender Systems—0
More is not Always Better: The Negative Impact of A-box Materialization on RDF2vec Knowledge Graph EmbeddingsCode0
PNEL: Pointer Network based End-To-End Entity Linking over Knowledge GraphsCode0
Cross-modal Knowledge Reasoning for Knowledge-based Visual Question Answering—0
All About Knowledge Graphs for Actions—0
COOKIE: A Dataset for Conversational Recommendation over Knowledge Graphs in E-commerce—0
AutoKG: Constructing Virtual Knowledge Graphs from Unstructured Documents for Question Answering—0
Efficient Knowledge Graph Validation via Cross-Graph Representation Learning—0
Challenges of Linking Organizational Information in Open Government Data to Knowledge GraphsCode0
HOSE-Net: Higher Order Structure Embedded Network for Scene Graph Generation—0
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic HierarchyCode0
Neural-Symbolic Reasoning over Knowledge Graph for Multi-stage Explainable Recommendation—0
A Survey on Graph Neural Networks for Knowledge Graph Completion—0
Tackling scalability issues in mining path patterns from knowledge graphs: a preliminary studyCode0
Dual Graph Embedding for Object-Tag LinkPrediction on the Knowledge Graph—0
Coronavirus Knowledge Graph: A Case Study—0
Exploration and Discovery of the COVID-19 Literature through Semantic Visualization—0
Logical Separability of Labeled Data Examples under Ontologies—0
Software Engineering Event Modeling using Relative Time in Temporal Knowledge Graphs—0
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation—0
TransINT: Embedding Implication Rules in Knowledge Graphs with Isomorphic Intersections of Linear SubspacesCode0
Discovering Knowledge Graph Schema from Short Natural Language Text via Dialog—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