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 2301–2325 of 2974 papers

TitleStatusHype
Exploiting Transitivity Constraints for Entity Matching in Knowledge Graphs—0
Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning TasksCode0
Role-Aware Modeling for N-ary Relational Knowledge BasesCode0
Personalized News Recommendation with Knowledge-aware Interactive MatchingCode0
Mixed-Curvature Multi-Relational Graph Neural Network for Knowledge Graph Completion—0
Cross-lingual Entity Alignment with Adversarial Kernel Embedding and Adversarial Knowledge TranslationCode0
Membership Inference Attacks on Knowledge Graphs—0
Improving Hyper-Relational Knowledge Graph CompletionCode0
Finding Motifs in Knowledge Graphs using CompressionCode0
Applying Personal Knowledge Graphs to Health—0
Quadratic GCN for Graph ClassificationCode0
On Representation Learning for Scientific News Articles Using Heterogeneous Knowledge Graphs—0
Edge: Enriching Knowledge Graph Embeddings with External Text—0
KI-BERT: Infusing Knowledge Context for Better Language and Domain Understanding—0
AdCOFE: Advanced Contextual Feature Extraction in Conversations for emotion classification—0
SERAG: Semantic Entity Retrieval from Arabic Knowledge Graphs—0
Complex Question Answering on knowledge graphs using machine translation and multi-task learning—0
COCO-EX: A Tool for Linking Concepts from Texts to ConceptNet—0
Entity Context Graph: Learning Entity Representations fromSemi-Structured Textual Sources on the Web—0
Incorporating Connections Beyond Knowledge Embeddings: A Plug-and-Play Module to Enhance Commonsense Reasoning in Machine Reading Comprehension—0
ChronoR: Rotation Based Temporal Knowledge Graph Embedding—0
A Novel Paper Recommendation Method Empowered by Knowledge Graph: for Research Beginners—0
Using a Personal Health Library-Enabled mHealth Recommender System for Self-Management of Diabetes Among Underserved Populations: Use Case for Knowledge Graphs and Linked Data—0
KGSynNet: A Novel Entity Synonyms Discovery Framework with Knowledge Graph—0
iWarded: A System for Benchmarking Datalog+/- Reasoning (technical report)—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