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 2676–2700 of 2974 papers

TitleStatusHype
Reinforcement Knowledge Graph Reasoning for Explainable RecommendationCode0
Neural Variational Inference For Estimating Uncertainty in Knowledge Graph EmbeddingsCode0
COMET: Commonsense Transformers for Automatic Knowledge Graph ConstructionCode0
Multi-view Knowledge Graph Embedding for Entity AlignmentCode0
Learning Attention-based Embeddings for Relation Prediction in Knowledge GraphsCode0
TechNet: Technology Semantic Network Based on Patent DataCode0
Abstract Graphs and Abstract Paths for Knowledge Graph Completion—0
Knowledge Hypergraphs: Prediction Beyond Binary RelationsCode0
Automated assessment of knowledge hierarchy evolution: comparing directed acyclic graphs—0
Leveraging Semantics for Incremental Learning in Multi-Relational Embeddings—0
Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation—0
Triple2Vec: Learning Triple Embeddings from Knowledge Graphs—0
Representation Learning for Dynamic Graphs: A Survey—0
TACAM: Topic And Context Aware Argument Mining—0
Path Ranking with Attention to Type HierarchiesCode0
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge GraphsCode0
Stochastic Shared Embeddings: Data-driven Regularization of Embedding LayersCode0
ESA: Entity Summarization with AttentionCode0
Content based News Recommendation via Shortest Entity Distance over Knowledge GraphsCode0
Multi-relational Poincaré Graph EmbeddingsCode0
Toward Understanding The Effect of Loss Function on The Performance of Knowledge Graph Embedding—0
Simulation and Augmentation of Social Networks for Building Deep Learning ModelsCode0
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules—0
Estimating Node Importance in Knowledge Graphs Using Graph Neural Networks—0
EventKG - the Hub of Event Knowledge on the Web - and Biographical Timeline Generation—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