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
Discovering Knowledge Graph Schema from Short Natural Language Text via Dialog0
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 Generation0
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 Graphs0
Adversarial Learning for Debiasing Knowledge Graph Embeddings0
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 Types0
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 20200
A Knowledge-Enhanced Recommendation Model with Attribute-Level Co-Attention0
Zero-Shot Learning with Common Sense Knowledge GraphsCode1
Modeling Graph Structure via Relative Position for Text Generation from Knowledge Graphs0
Knowledge Embedding Based Graph Convolutional NetworkCode1
Consolidating Commonsense Knowledge0
5* Knowledge Graph Embeddings with Projective Transformations0
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle TrainingCode1
IterefinE: Iterative KG Refinement Embeddings using Symbolic Knowledge0
Unveiling Relations in the Industry 4.0 Standards Landscape based on Knowledge Graph EmbeddingsCode0
Fairness-Aware Explainable Recommendation over Knowledge Graphs0
Open-Domain Question Answering with Pre-Constructed Question Spaces0
Relational Learning Analysis of Social Politics using Knowledge Graph Embedding0
Question Answering on Scholarly Knowledge Graphs0
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 AI0
MVIN: Learning Multiview Items for RecommendationCode1
Degree-Aware Alignment for Entities in TailCode0
Drug repurposing prediction for COVID-19 using probabilistic networks and crowdsourced curation0
NagE: Non-Abelian Group Embedding for Knowledge Graphs0
Requirements Analysis for an Open Research Knowledge Graph0
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 Resolution0
Neighborhood Matching Network for Entity AlignmentCode1
Neural-Symbolic Relational Reasoning on Graph Models: Effective Link Inference and Computation from Knowledge Bases0
Hierarchical Knowledge Graphs: A Novel Information Representation for Exploratory Search Tasks0
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 Data0
SEEK: Segmented Embedding of Knowledge GraphsCode1
Knowledge Base Completion: Baseline strikes back (Again)Code0
Differentiable learning of numerical rules in knowledge graphs0
A Tree Extension for CoNLL-RDF0
Show:102550
← PrevPage 49 of 60Next →

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