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 1576–1600 of 2974 papers

TitleStatusHype
Complex System Diagnostics Using a Knowledge Graph-Informed and Large Language Model-Enhanced Framework—0
Knowledge Graph Embeddings: A Comprehensive Survey on Capturing Relation Properties—0
Knowledge Graph Embeddings in Geometric Algebras—0
AI-driven E-Liability Knowledge Graphs: A Comprehensive Framework for Supply Chain Carbon Accounting and Emissions Liability Management—0
AI Assistants for Spaceflight Procedures: Combining Generative Pre-Trained Transformer and Retrieval-Augmented Generation on Knowledge Graphs With Augmented Reality Cues—0
Knowledge Graph Embedding via Graph Attenuated Attention Networks—0
Knowledge Graph Embedding with Hierarchical Relation Structure—0
Temporal Knowledge Graph Completion with Approximated Gaussian Process Embedding—0
Complex Question Answering on knowledge graphs using machine translation and multi-task learning—0
Knowledge Graph Embedding with Multiple Relation Projections—0
Knowledge Graph Embedding with Numeric Attributes of Entities—0
Complexity of Arithmetic in Warded Datalog+-—0
Knowledge Graph Enhanced Generative Multi-modal Models for Class-Incremental Learning—0
Knowledge Graph Enhanced Intelligent Tutoring System Based on Exercise Representativeness and Informativeness—0
Knowledge Graph Enhanced Language Agents for Recommendation—0
Complex and Holographic Embeddings of Knowledge Graphs: A Comparison—0
Knowledge Graph Enhanced Large Language Model Editing—0
Knowledge graph enhanced recommender system—0
Knowledge-Enhanced Relation Extraction Dataset—0
A Hybrid Model for Learning Embeddings and Logical Rules Simultaneously from Knowledge Graphs—0
Comparison of Metadata Representation Models for Knowledge Graph Embeddings—0
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering—0
Knowledge Graph Extension by Entity Type Recognition—0
A High Precision Pipeline for Financial Knowledge Graph Construction—0
Knowledge Graph for NLG in the context of conversational agents—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