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 2151–2175 of 2974 papers

TitleStatusHype
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering—0
Out-of-Sample Representation Learning for Knowledge Graphs—0
Toward Understanding The Effect of Loss Function on The Performance of Knowledge Graph Embedding—0
Multi-Level Querying using A Knowledge Pyramid—0
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering—0
Attr-Int: A Simple and Effective Entity Alignment Framework for Heterogeneous Knowledge Graphs—0
Pairing Conceptual Modeling with Machine Learning—0
Pandora: A Code-Driven Large Language Model Agent for Unified Reasoning Across Diverse Structured Knowledge—0
TRACE: Tensorizing and Generalizing Supernets from Neural Architecture Search—0
Tracking the progress of Language Models by extracting their underlying Knowledge Graphs—0
Attribute-Consistent Knowledge Graph Representation Learning for Multi-Modal Entity Alignment—0
Actionable Cyber Threat Intelligence using Knowledge Graphs and Large Language Models—0
Trans4E: Link Prediction on Scholarly Knowledge Graphs—0
TransAlign: Fully Automatic and Effective Entity Alignment for Knowledge Graphs—0
Path-based knowledge reasoning with textual semantic information for medical knowledge graph completion—0
TransBox: EL++-closed Ontology Embedding—0
Pathformer: Recursive Path Query Encoding for Complex Logical Query Answering—0
A Critical Examination of RESCAL for Completion of Knowledge Bases with Transitive Relations—0
Hierarchical Attentive Knowledge Graph Embedding for Personalized Recommendation—0
A cooperative game for automated learning of elasto-plasticity knowledge graphs and models with AI-guided experimentation—0
Patient-Centric Knowledge Graphs: A Survey of Current Methods, Challenges, and Applications—0
Pattern-based design applied to cultural heritage knowledge graphs—0
Pattern-based Visualization of Knowledge Graphs—0
Pattern Recognition and Event Detection on IoT Data-streams—0
PDD Graph: Bridging Electronic Medical Records and Biomedical Knowledge Graphs via Entity Linking—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