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 2601–2650 of 2974 papers

TitleStatusHype
Diachronic Embedding for Temporal Knowledge Graph CompletionCode0
Towards Efficient Methods in Medical Question Answering using Knowledge Graph EmbeddingsCode0
Survey on English Entity Linking on WikidataCode0
RDF-star2Vec: RDF-star Graph Embeddings for Data MiningCode0
Unveiling User Preferences: A Knowledge Graph and LLM-Driven Approach for Conversational RecommendationCode0
Development of a Knowledge Graph Embeddings Model for PainCode0
Integrating Large Language Models and Knowledge Graphs for Extraction and Validation of Textual Test DataCode0
Towards Understanding the Geometry of Knowledge Graph EmbeddingsCode0
Reasoning of Large Language Models over Knowledge Graphs with Super-RelationsCode0
Detection-Fusion for Knowledge Graph Extraction from VideosCode0
Detecting Cross-Language Plagiarism using Open Knowledge GraphsCode0
Hawkes based Representation Learning for Reasoning over Scale-free Community-structured Temporal Knowledge GraphsCode0
Leveraging Pre-trained Language Models for Time Interval Prediction in Text-Enhanced Temporal Knowledge GraphsCode0
Dependency-aware Self-training for Entity AlignmentCode0
Leveraging small language models for Text2SPARQL tasks to improve the resilience of AI assistanceCode0
Leveraging Social Determinants of Health in Alzheimer's Research Using LLM-Augmented Literature Mining and Knowledge GraphsCode0
Knowledge Hypergraphs: Prediction Beyond Binary RelationsCode0
Leveraging Wikidata's edit history in knowledge graph refinement tasksCode0
Symbolic image detection using scene and knowledge graphsCode0
Reasoning over RDF Knowledge Bases using Deep LearningCode0
LG4AV: Combining Language Models and Graph Neural Networks for Author VerificationCode0
HALO: Half Life-Based Outdated Fact Filtering in Temporal Knowledge GraphsCode0
Bias in Knowledge Graphs -- an Empirical Study with Movie Recommendation and Different Language Editions of DBpediaCode0
A large collection of bioinformatics question-query pairs over federated knowledge graphs: methodology and applicationsCode0
Light Up the Shadows: Enhance Long-Tailed Entity Grounding with Concept-Guided Vision-Language ModelsCode0
Guiding Neural Entity Alignment with CompatibilityCode0
GraphWOZ: Dialogue Management with Conversational Knowledge GraphsCode0
LINKED: Eliciting, Filtering and Integrating Knowledge in Large Language Model for Commonsense ReasoningCode0
Using a KG-Copy Network for Non-Goal Oriented DialoguesCode0
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic HierarchyCode0
Syntactic Complexity Identification, Measurement, and Reduction Through Controlled Syntactic SimplificationCode0
GraphRAFT: Retrieval Augmented Fine-Tuning for Knowledge Graphs on Graph DatabasesCode0
Democratizing Large Language Model-Based Graph Data Augmentation via Latent Knowledge GraphsCode0
LinkLogic: A New Method and Benchmark for Explainable Knowledge Graph PredictionsCode0
Traceable LLM-based validation of statements in knowledge graphsCode0
Graph Collaborative Attention Network for Link Prediction in Knowledge GraphsCode0
Link Prediction on N-ary Relational Facts: A Graph-based ApproachCode0
Bending the Future: Autoregressive Modeling of Temporal Knowledge Graphs in Curvature-Variable Hyperbolic SpacesCode0
Recommender systems based on graph embedding techniques: A comprehensive reviewCode0
LitCQD: Multi-Hop Reasoning in Incomplete Knowledge Graphs with Numeric LiteralsCode0
A Decade of Scholarly Research on Open Knowledge GraphsCode0
GraphAgent: Agentic Graph Language AssistantCode0
Recurrent Event Network: Autoregressive Structure Inference over Temporal Knowledge GraphsCode0
Evaluating and Enhancing Large Language Models for Conversational Reasoning on Knowledge GraphsCode0
LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge GraphsCode0
Grain: Improving Data Efficiency of Graph Neural Networks via Diversified Influence MaximizationCode0
Adaptive Stochastic Weight AveragingCode0
Gradient Flow of Energy: A General and Efficient Approach for Entity Alignment DecodingCode0
AutoLLM-CARD: Towards a Description and Landscape of Large Language ModelsCode0
Discovering alignment relations with Graph Convolutional Networks: a biomedical case studyCode0
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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