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 2176–2200 of 2974 papers

TitleStatusHype
Transfer in Deep Reinforcement Learning using Knowledge Graphs—0
Attentive Knowledge-aware Graph Convolutional Networks with Collaborative Guidance for Personalized Recommendation—0
PeCoQ: A Dataset for Persian Complex Question Answering over Knowledge Graph—0
PerKGQA: Question Answering over Personalized Knowledge Graphs—0
Personal Health Knowledge Graphs for Patients—0
Personalized Federated Knowledge Graph Embedding with Client-Wise Relation Graph—0
AttacKG+:Boosting Attack Knowledge Graph Construction with Large Language Models—0
A Continual Relation Extraction Approach for Knowledge Graph Completeness—0
A Contextualized BERT model for Knowledge Graph Completion—0
Personal Knowledge Graphs: Use Cases in e-learning Platforms—0
Personal Research Knowledge Graphs—0
Phrase2VecGLM: Neural generalized language model--based semantic tagging for complex query reformulation in medical IR—0
Transformer-Based Multimodal Knowledge Graph Completion with Link-Aware Contexts—0
Transformer-based Subject Entity Detection in Wikipedia Listings—0
Transformers for Complex Query Answering over Knowledge Hypergraphs—0
PKGM: A Pre-trained Knowledge Graph Model for E-commerce Application—0
A Tree Extension for CoNLL-RDF—0
TransGCN:Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction—0
WalkingTime: Dynamic Graph Embedding Using Temporal-Topological Flows—0
POINT: a web-based platform for pharmacological investigation enhanced by multi-omics networks and knowledge graphs—0
A Translation-Based Knowledge Graph Embedding Preserving Logical Property of Relations—0
PolyG: Effective and Efficient GraphRAG with Adaptive Graph Traversal—0
Populating Web Scale Knowledge Graphs using Distantly Supervised Relation Extraction and Validation—0
Posets and Bounded Probabilities for Discovering Order-inducing Features in Event Knowledge Graphs—0
Walk this Way! Entity Walks and Property Walks for RDF2vec—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