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 1651–1675 of 2974 papers

TitleStatusHype
ComDensE : Combined Dense Embedding of Relation-aware and Common Features for Knowledge Graph CompletionCode0
BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language ModelsCode1
Geo-Situation for Modeling Causality of Geo-Events in Knowledge Graphs—0
Signal Knowledge GraphCode0
Can Language Models Capture Graph Semantics? From Graphs to Language Model and Vice-Versa—0
Statistical and Neural Methods for Cross-lingual Entity Label Mapping in Knowledge Graphs—0
Exploiting Global Semantic Similarities in Knowledge Graphs by Relational Prototype Entities—0
Collaborative Knowledge Graph Fusion by Exploiting the Open Corpus—0
Zero-shot object goal visual navigationCode1
CoSe-Co: Text Conditioned Generative CommonSense Contextualizer—0
Symbolic image detection using scene and knowledge graphsCode0
Temporal Inductive Logic Reasoning over HypergraphsCode0
ExpressivE: A Spatio-Functional Embedding For Knowledge Graph CompletionCode1
Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning—0
A*Net: A Scalable Path-based Reasoning Approach for Knowledge GraphsCode1
Learning Attention-based Representations from Multiple Patterns for Relation Prediction in Knowledge Graphs—0
Confidence-aware Self-Semantic Distillation on Knowledge Graph Embedding—0
OntoMerger: An Ontology Integration Library for Deduplicating and Connecting Knowledge Graph NodesCode1
QAGCN: Answering Multi-Relation Questions via Single-Step Implicit Reasoning over Knowledge GraphsCode0
Modeling electronic health record data using a knowledge-graph-embedded topic model—0
Acquiring and Modelling Abstract Commonsense Knowledge via ConceptualizationCode1
Enriching a Fashion Knowledge Graph from Product Textual Descriptions—0
A Cheap and Dirty Cross-Lingual Linking Service in the Cloud—0
Development of a MultiModal Annotation Framework and Dataset for Deep Video Understanding—0
Strategy-level Entrainment of Dialogue System Users in a Creative Visual Reference Resolution Task—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