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 2401–2450 of 2974 papers

TitleStatusHype
Discovering Knowledge Graph Schema from Short Natural Language Text via Dialog—0
Jointly Non-Sampling Learning for Knowledge Graph Enhanced RecommendationCode1
TransINT: Embedding Implication Rules in Knowledge Graphs with Isomorphic Intersections of Linear SubspacesCode0
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation—0
Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base EmbeddingsCode1
Diverse and Informative Dialogue Generation with Context-Specific Commonsense Knowledge AwarenessCode1
Mobile Link Prediction: Automated Creation and Crowd-sourced Validation of Knowledge Graphs—0
Adversarial Learning for Debiasing Knowledge Graph Embeddings—0
Building Rule Hierarchies for Efficient Logical Rule Learning from Knowledge GraphsCode0
A Simple Approach to Case-Based Reasoning in Knowledge BasesCode1
Benchmark and Best Practices for Biomedical Knowledge Graph EmbeddingsCode1
AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types—0
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
MALOnt: An Ontology for Malware Threat IntelligenceCode0
Proceedings of the KG-BIAS Workshop 2020 at AKBC 2020—0
A Knowledge-Enhanced Recommendation Model with Attribute-Level Co-Attention—0
Zero-Shot Learning with Common Sense Knowledge GraphsCode1
Modeling Graph Structure via Relative Position for Text Generation from Knowledge Graphs—0
Knowledge Embedding Based Graph Convolutional NetworkCode1
Consolidating Commonsense Knowledge—0
5* Knowledge Graph Embeddings with Projective Transformations—0
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle TrainingCode1
IterefinE: Iterative KG Refinement Embeddings using Symbolic Knowledge—0
Unveiling Relations in the Industry 4.0 Standards Landscape based on Knowledge Graph EmbeddingsCode0
Fairness-Aware Explainable Recommendation over Knowledge Graphs—0
Open-Domain Question Answering with Pre-Constructed Question Spaces—0
Relational Learning Analysis of Social Politics using Knowledge Graph Embedding—0
Question Answering on Scholarly Knowledge Graphs—0
DEFT 2020 - Extraction d'information fine dans les donn\'ees cliniques : terminologies sp\'ecialis\'ees et graphes de connaissance (Fine-grained Information Extraction in Clinical Data : Dedicated Terminologies and Knowledge Graphs )—0
KGTK: A Toolkit for Large Knowledge Graph Manipulation and AnalysisCode1
Who is this Explanation for? Human Intelligence and Knowledge Graphs for eXplainable AI—0
MVIN: Learning Multiview Items for RecommendationCode1
Degree-Aware Alignment for Entities in TailCode0
Drug repurposing prediction for COVID-19 using probabilistic networks and crowdsourced curation—0
NagE: Non-Abelian Group Embedding for Knowledge Graphs—0
Requirements Analysis for an Open Research Knowledge Graph—0
Benchmarking neural embeddings for link prediction in knowledge graphs under semantic and structural changesCode0
R2RML and RML Comparison for RDF Generation, their Rules Validation and Inconsistency Resolution—0
Neighborhood Matching Network for Entity AlignmentCode1
Neural-Symbolic Relational Reasoning on Graph Models: Effective Link Inference and Computation from Knowledge Bases—0
Hierarchical Knowledge Graphs: A Novel Information Representation for Exploratory Search Tasks—0
Knowledge Graph ValidationCode0
Temporal Knowledge Base Completion: New Algorithms and Evaluation ProtocolsCode0
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question AnsweringCode1
Open Graph Benchmark: Datasets for Machine Learning on GraphsCode2
ForecastQA: A Question Answering Challenge for Event Forecasting with Temporal Text Data—0
SEEK: Segmented Embedding of Knowledge GraphsCode1
Knowledge Base Completion: Baseline strikes back (Again)Code0
Differentiable learning of numerical rules in knowledge graphs—0
A Tree Extension for CoNLL-RDF—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