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 1551–1600 of 2974 papers

TitleStatusHype
Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact—0
i-Align: an interpretable knowledge graph alignment modelCode0
Representing Timed Automata and Timing Anomalies of Cyber-Physical Production Systems in Knowledge Graphs—0
Rethinking Language Models as Symbolic Knowledge Graphs—0
Relational Concept Bottleneck ModelsCode0
KGrEaT: A Framework to Evaluate Knowledge Graphs via Downstream Tasks—0
Semantic relatedness in DBpedia: A comparative and experimental assessment—0
Development of a Knowledge Graph Embeddings Model for PainCode0
PDPK: A Framework to Synthesise Process Data and Corresponding Procedural Knowledge for ManufacturingCode0
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models—0
Self-Supervised Dynamic Hypergraph Recommendation based on Hyper-Relational Knowledge Graph—0
MACO: A Modality Adversarial and Contrastive Framework for Modality-missing Multi-modal Knowledge Graph CompletionCode0
Building Trust in Conversational AI: A Comprehensive Review and Solution Architecture for Explainable, Privacy-Aware Systems using LLMs and Knowledge Graph—0
3D Scene Graph Prediction on Point Clouds Using Knowledge Graphs—0
Approximate Answering of Graph Queries—0
Large Language Models and Knowledge Graphs: Opportunities and Challenges—0
AspectMMKG: A Multi-modal Knowledge Graph with Aspect-aware EntitiesCode0
RECipe: Does a Multi-Modal Recipe Knowledge Graph Fit a Multi-Purpose Recommendation System?—0
Predicting Drug-Drug Interactions Using Knowledge Graphs—0
Fact-Checking Generative AI: Ontology-Driven Biological Graphs for Disease-Gene Link Verification—0
Biomedical Knowledge Graph Embeddings with Negative StatementsCode0
Decision Knowledge Graphs: Construction of and Usage in Question Answering for Clinical Practice Guidelines—0
Text2KGBench: A Benchmark for Ontology-Driven Knowledge Graph Generation from TextCode0
Harnessing the Web and Knowledge Graphs for Automated Impact Investing Scoring—0
Interleaving GANs with knowledge graphs to support design creativity for book coversCode0
Getting from Generative AI to Trustworthy AI: What LLMs might learn from Cyc—0
A Modular Ontology for MODS -- Metadata Object Description Schema—0
Question Answering with Deep Neural Networks for Semi-Structured Heterogeneous Genealogical Knowledge Graphs—0
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks—0
Dialogue Shaping: Empowering Agents through NPC Interaction—0
Word Sense Disambiguation as a Game of Neurosymbolic Darts—0
Knowledge-enhanced Neuro-Symbolic AI for Cybersecurity and Privacy—0
Leveraging Knowledge Graphs for Zero-Shot Object-agnostic State Classification—0
Fast Knowledge Graph Completion using Graphics Processing Units—0
Named Entity Resolution in Personal Knowledge Graphs—0
Benchmark datasets for biomedical knowledge graphs with negative statements—0
Towards Ontologically Grounded and Language-Agnostic Knowledge Graphs—0
A Personalized Recommender System Based-on Knowledge Graph Embeddings—0
TREA: Tree-Structure Reasoning Schema for Conversational RecommendationCode0
A Constraint-based Recommender System via RDF Knowledge Graphs—0
Neurosymbolic AI for Reasoning on Biomedical Knowledge Graphs—0
Bayesian inference for data-efficient, explainable, and safe robotic motion planning: A review—0
Explaining and visualizing black-box models through counterfactual pathsCode0
Knowledge Graph Enhanced Intelligent Tutoring System Based on Exercise Representativeness and Informativeness—0
Using Large Language Models for Zero-Shot Natural Language Generation from Knowledge GraphsCode0
Temporal Fact Reasoning over Hyper-Relational Knowledge GraphsCode0
Retrieval Augmented Generation using Engineering Design KnowledgeCode0
An Effective and Efficient Time-aware Entity Alignment Framework via Two-aspect Three-view Label PropagationCode0
LogKG: Log Failure Diagnosis Through Knowledge Graph—0
Separate-and-Aggregate: A Transformer-based Patch Refinement Model for Knowledge Graph Completion—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