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 2451–2475 of 2974 papers

TitleStatusHype
Sanitizing Synthetic Training Data Generation for Question Answering over Knowledge Graphs—0
Sanskrit Knowledge-based Systems: Annotation and Computational Tools—0
SARF: Aliasing Relation Assisted Self-Supervised Learning for Few-shot Relation Reasoning—0
Sar-graphs: A Linked Linguistic Knowledge Resource Connecting Facts with Language—0
A Personalized Recommender System Based-on Knowledge Graph Embeddings—0
HPE:Answering Complex Questions over Text by Hybrid Question Parsing and Execution—0
Scalable Knowledge Graph Construction and Inference on Human Genome Variants—0
eSPARQL: Representing and Reconciling Agnostic and Atheistic Beliefs in RDF-star Knowledge Graphs—0
Accelerating Medical Knowledge Discovery through Automated Knowledge Graph Generation and Enrichment—0
Answering Complex Questions by Joining Multi-Document Evidence with Quasi Knowledge Graphs—0
Which Knowledge Graph Is Best for Me?—0
Scaling R-GCN Training with Graph Summarization—0
Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs—0
A Novel Paper Recommendation Method Empowered by Knowledge Graph: for Research Beginners—0
An Open Knowledge Graph-Based Approach for Mapping Concepts and Requirements between the EU AI Act and International Standards—0
Dual Embodied-Symbolic Concept Representations for Deep Learning—0
Schema Generation for Large Knowledge Graphs Using Large Language Models—0
Dual Graph Embedding for Object-Tag LinkPrediction on the Knowledge Graph—0
Duality-Induced Regularizer for Semantic Matching Knowledge Graph Embeddings—0
Who is this Explanation for? Human Intelligence and Knowledge Graphs for eXplainable AI—0
Duplicate Detection as a Service—0
Dual Attention Network for Cross-lingual Entity Alignment—0
DURENDAL: Graph deep learning framework for temporal heterogeneous networks—0
DsMtGCN: A Direction-sensitive Multi-task framework for Knowledge Graph Completion—0
An Online Question Answering System based on Sub-graph Searching—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