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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2476–2500 of 2974 papers

TitleStatusHype
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
AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types—0
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
Modeling Graph Structure via Relative Position for Text Generation from Knowledge Graphs—0
Consolidating Commonsense Knowledge—0
5* Knowledge Graph Embeddings with Projective Transformations—0
Fairness-Aware Explainable Recommendation over Knowledge Graphs—0
IterefinE: Iterative KG Refinement Embeddings using Symbolic Knowledge—0
Unveiling Relations in the Industry 4.0 Standards Landscape based on Knowledge Graph EmbeddingsCode0
Relational Learning Analysis of Social Politics using Knowledge Graph Embedding—0
Open-Domain Question Answering with Pre-Constructed Question Spaces—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
Who is this Explanation for? Human Intelligence and Knowledge Graphs for eXplainable AI—0
Degree-Aware Alignment for Entities in TailCode0
NagE: Non-Abelian Group Embedding for Knowledge Graphs—0
Drug repurposing prediction for COVID-19 using probabilistic networks and crowdsourced curation—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
Neural-Symbolic Relational Reasoning on Graph Models: Effective Link Inference and Computation from Knowledge Bases—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