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 2651–2700 of 2974 papers

TitleStatusHype
Inducing a Decision Tree with Discriminative Paths to Classify Entities in a Knowledge GraphCode0
Populating Web Scale Knowledge Graphs using Distantly Supervised Relation Extraction and Validation—0
Unsupervised Hierarchical Grouping of Knowledge Graph Entities—0
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules—0
Transfer in Deep Reinforcement Learning using Knowledge Graphs—0
Message Passing for Complex Question Answering over Knowledge GraphsCode0
Towards Optimisation of Collaborative Question Answering over Knowledge Graphs—0
Meta Reasoning over Knowledge Graphs—0
An End-to-End Neighborhood-based Interaction Model for Knowledge-enhanced RecommendationCode0
TinySearch -- Semantics based Search Engine using Bert Embeddings—0
Drug-Drug Interaction Prediction Based on Knowledge Graph Embeddings and Convolutional-LSTM NetworkCode0
Meta-Semantic Representation for Early Detection of Alzheimer's Disease—0
Answering Complex Questions by Joining Multi-Document Evidence with Quasi Knowledge Graphs—0
An Empirical Study on Leveraging Scene Graphs for Visual Question Answering—0
The sameAs Problem: A Survey on Identity Management in the Web of Data—0
Orometric Methods in Bounded Metric DataCode0
Introduction to Neural Network based Approaches for Question Answering over Knowledge Graphs—0
I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge GraphsCode0
KVQA: Knowledge-Aware Visual Question Answering—0
A Neural Turing~Machine for Conditional Transition Graph Modeling—0
Tackling Graphical NLP problems with Graph Recurrent NetworksCode0
Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a Correntropy Objective Function—0
Making Study Populations Visible through Knowledge Graphs—0
Knowledge-aware Pronoun Coreference ResolutionCode0
Diachronic Embedding for Temporal Knowledge Graph CompletionCode0
Weakly-supervised Knowledge Graph Alignment with Adversarial Learning—0
Augmenting and Tuning Knowledge Graph EmbeddingsCode0
OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge Graphs—0
Storytelling from Structured Data and Knowledge Graphs : An NLG Perspective—0
Barack's Wife Hillary: Using Knowledge Graphs for Fact-Aware Language ModelingCode0
Uncovering the Semantics of Wikipedia CategoriesCode0
Constructing Information-Lossless Biological Knowledge Graphs from Conditional Statements—0
Generalization to Novel Objects using Prior Relational Knowledge—0
Explainable Fact Checking with Probabilistic Answer Set Programming—0
Probabilistic Logic Neural Networks for ReasoningCode0
Observing LOD using Equivalent Set Graphs: it is mostly flat and sparsely linked—0
Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language ModelingCode0
Cognitive Knowledge Graph Reasoning for One-shot Relational LearningCode0
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
Representation Learning for Words and Entities—0
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
Knowledge Hypergraphs: Prediction Beyond Binary RelationsCode0
Automated assessment of knowledge hierarchy evolution: comparing directed acyclic graphs—0
Abstract Graphs and Abstract Paths for Knowledge Graph Completion—0
Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation—0
Leveraging Semantics for Incremental Learning in Multi-Relational Embeddings—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