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

Showing 24012450 of 2974 papers

TitleStatusHype
DyERNIE: Dynamic Evolution of Riemannian Manifold Embeddings for Temporal Knowledge Graph CompletionCode0
Linking OpenStreetMap with Knowledge Graphs -- Link Discovery for Schema-Agnostic Volunteered Geographic Information0
KompaRe: A Knowledge Graph Comparative Reasoning System0
QMUL-SDS @ SardiStance: Leveraging Network Interactions to Boost Performance on Stance Detection using Knowledge Graphs0
Q. Can Knowledge Graphs be used to Answer Boolean Questions? A. It’s complicated!0
Out-of-Sample Representation Learning for Knowledge Graphs0
Recurrent Event Network: Autoregressive Structure Inferenceover Temporal Knowledge Graphs0
Learning Physical Common Sense as Knowledge Graph Completion via BERT Data Augmentation and Constrained Tucker Factorization0
BERT-MK: Integrating Graph Contextualized Knowledge into Pre-trained Language Models0
Tough Tables: Carefully Evaluating Entity Linking for Tabular DataCode0
H2KGAT: Hierarchical Hyperbolic Knowledge Graph Attention Network0
Domain-specific Knowledge Graphs: A survey0
A Survey of Embedding Space Alignment Methods for Language and Knowledge Graphs0
Co-embedding of Nodes and Edges with Graph Neural Networks0
Learning to Deceive Knowledge Graph Augmented Models via Targeted PerturbationCode0
Improving Neural Text Summarization using Knowledge Graphs0
One-shot Learning for Temporal Knowledge Graphs0
UNER: Universal Named-Entity RecognitionFramework0
Deep Reinforcement Learning with Stacked Hierarchical Attention for Text-based GamesCode0
TeX-Graph: Coupled tensor-matrix knowledge-graph embedding for COVID-19 drug repurposing0
Privacy-Preserving Visual Content Tagging using Graph Transformer NetworksCode0
Privacy-Preserving Visual Content Tagging using Graph Transformer NetworksCode0
Bias in Conversational Search: The Double-Edged Sword of the Personalized Knowledge Graph0
Interpretable Disease Prediction based on Reinforcement Path Reasoning over Knowledge Graphs0
Semantics of the Black-Box: Can knowledge graphs help make deep learning systems more interpretable and explainable?0
QA2Explanation: Generating and Evaluating Explanations for Question Answering Systems over Knowledge Graph0
Distributed Representations of Entities in Open-World Knowledge Graphs0
GMH: A General Multi-hop Reasoning Model for KG Completion0
MulDE: Multi-teacher Knowledge Distillation for Low-dimensional Knowledge Graph Embeddings0
Motif Learning in Knowledge Graphs Using Trajectories Of Differential Equations0
Neural, Symbolic and Neural-Symbolic Reasoning on Knowledge Graphs0
Exploiting Knowledge Graphs for Facilitating Product/Service Discovery0
LEAPME: Learning-based Property Matching with Embeddings0
MCMH: Learning Multi-Chain Multi-Hop Rules for Knowledge Graph Reasoning0
JAKET: Joint Pre-training of Knowledge Graph and Language Understanding0
Knowledge Graph Embeddings in Geometric Algebras0
A Practice of Tourism Knowledge Graph Construction based on Heterogeneous Information0
RTFE: A Recursive Temporal Fact Embedding Framework for Temporal Knowledge Graph Completion0
Zero-Shot Learning with Common Sense Knowledge Graphs0
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational AssumptionsCode0
Machine Knowledge: Creation and Curation of Comprehensive Knowledge Bases0
Structure Aware Negative Sampling in Knowledge Graphs0
A Comparative Study on Structural and Semantic Properties of Sentence EmbeddingsCode0
A Hybrid Model for Learning Embeddings and Logical Rules Simultaneously from Knowledge Graphs0
NABU - Multilingual Graph-based Neural RDF Verbalizer0
Type-augmented Relation Prediction in Knowledge Graphs0
Knowledge Graphs for Multilingual Language Translation and Generation0
Revealing Secrets in SPARQL Session LevelCode0
Learning semantic Image attributes using Image recognition and knowledge graph embeddings0
Sanitizing Synthetic Training Data Generation for Question Answering over Knowledge Graphs0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified