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 26512700 of 2974 papers

TitleStatusHype
Introduction to Neural Network based Approaches for Question Answering over Knowledge Graphs0
KVQA: Knowledge-Aware Visual Question Answering0
I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge GraphsCode0
A Neural Turing~Machine for Conditional Transition Graph Modeling0
Tackling Graphical NLP problems with Graph Recurrent NetworksCode0
Making Study Populations Visible through Knowledge Graphs0
Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a Correntropy Objective Function0
Knowledge-aware Pronoun Coreference ResolutionCode0
Weakly-supervised Knowledge Graph Alignment with Adversarial Learning0
Diachronic Embedding for Temporal Knowledge Graph CompletionCode0
Barack's Wife Hillary: Using Knowledge Graphs for Fact-Aware Language ModelingCode0
OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge Graphs0
Storytelling from Structured Data and Knowledge Graphs : An NLG Perspective0
Augmenting and Tuning Knowledge Graph EmbeddingsCode0
Uncovering the Semantics of Wikipedia CategoriesCode0
Constructing Information-Lossless Biological Knowledge Graphs from Conditional Statements0
Generalization to Novel Objects using Prior Relational Knowledge0
Ekar: An Explainable Method for Knowledge Aware RecommendationCode2
Neural Machine Translating from Natural Language to SPARQLCode1
Explainable Fact Checking with Probabilistic Answer Set Programming0
Probabilistic Logic Neural Networks for ReasoningCode0
Observing LOD using Equivalent Set Graphs: it is mostly flat and sparsely linked0
Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language ModelingCode0
Cognitive Knowledge Graph Reasoning for One-shot Relational LearningCode0
Representation Learning for Words and Entities0
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 Completion0
Knowledge Hypergraphs: Prediction Beyond Binary RelationsCode0
Automated assessment of knowledge hierarchy evolution: comparing directed acyclic graphs0
Leveraging Semantics for Incremental Learning in Multi-Relational Embeddings0
Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation0
Triple2Vec: Learning Triple Embeddings from Knowledge Graphs0
Representation Learning for Dynamic Graphs: A Survey0
TACAM: Topic And Context Aware Argument Mining0
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 Embedding0
Simulation and Augmentation of Social Networks for Building Deep Learning ModelsCode0
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules0
Estimating Node Importance in Knowledge Graphs Using Graph Neural Networks0
EventKG - the Hub of Event Knowledge on the Web - and Biographical Timeline Generation0
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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