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 601–650 of 2974 papers

TitleStatusHype
Knowledge Graph Completion using Structural and Textual EmbeddingsCode0
Knowledge Graph Completion via Complex Tensor FactorizationCode0
A Library Perspective on Supervised Text Processing in Digital Libraries: An Investigation in the Biomedical DomainCode0
Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood AggregationCode0
Integrating Large Language Models and Knowledge Graphs for Extraction and Validation of Textual Test DataCode0
Assessing the Effects of Hyperparameters on Knowledge Graph Embedding QualityCode0
Knowledge Generation -- Variational Bayes on Knowledge GraphsCode0
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-CheckingCode0
A large collection of bioinformatics question-query pairs over federated knowledge graphs: methodology and applicationsCode0
Assessing LLMs Suitability for Knowledge Graph CompletionCode0
Knowledge Enhanced Multi-intent Transformer Network for RecommendationCode0
Knowledge-Enriched Visual StorytellingCode0
KGAP: Knowledge Graph Augmented Political Perspective Detection in News MediaCode0
Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsCode0
Commonsense Knowledge Mining from Term DefinitionsCode0
Commonsense Knowledge in Word Associations and ConceptNetCode0
AspectMMKG: A Multi-modal Knowledge Graph with Aspect-aware EntitiesCode0
COMET: Commonsense Transformers for Automatic Knowledge Graph ConstructionCode0
A Simple Temporal Information Matching Mechanism for Entity Alignment Between Temporal Knowledge GraphsCode0
ComDensE : Combined Dense Embedding of Relation-aware and Common Features for Knowledge Graph CompletionCode0
Knowledge-aware Pronoun Coreference ResolutionCode0
Knowledge Base Completion: Baseline strikes back (Again)Code0
Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual StorytellingCode0
Knowledge-augmented Pre-trained Language Models for Biomedical Relation ExtractionCode0
Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented GraphsCode0
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and FilteringCode0
Bridging RDF Knowledge Graphs with Graph Neural Networks for Semantically-Rich Recommender SystemsCode0
Know-Evolve: Deep Temporal Reasoning for Dynamic Knowledge GraphsCode0
Column-Oriented Datalog Materialization for Large Knowledge Graphs (Extended Technical Report)Code0
Knowledge-aware Dual-side Attribute-enhanced RecommendationCode0
Knowledge-Enhanced Evidence Retrieval for Counterargument GenerationCode0
A set of semantic data flow diagrams and its security analysis based on ontologies and knowledge graphsCode0
Collective Entity Alignment via Adaptive FeaturesCode0
KG-TREAT: Pre-training for Treatment Effect Estimation by Synergizing Patient Data with Knowledge GraphsCode0
CollabKG: A Learnable Human-Machine-Cooperative Information Extraction Toolkit for (Event) Knowledge Graph ConstructionCode0
KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features FilteringCode0
CognTKE: A Cognitive Temporal Knowledge Extrapolation FrameworkCode0
Cognitive Knowledge Graph Reasoning for One-shot Relational LearningCode0
A Semantic Partitioning Method for Large-Scale Training of Knowledge Graph EmbeddingsCode0
KGPA: Robustness Evaluation for Large Language Models via Cross-Domain Knowledge GraphsCode0
KHAN: Knowledge-Aware Hierarchical Attention Networks for Accurate Political Stance PredictionCode0
CoCoLM: COmplex COmmonsense Enhanced Language Model with Discourse RelationsCode0
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic EmbeddingsCode0
KG-BERT: BERT for Knowledge Graph CompletionCode0
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise QuestionsCode0
KGMark: A Diffusion Watermark for Knowledge GraphsCode0
Fine-Grained Stateful Knowledge Exploration: A Novel Paradigm for Integrating Knowledge Graphs with Large Language ModelsCode0
A robust feature reinforcement framework for heterogeneous graphs neural networksCode0
CleanGraph: Human-in-the-loop Knowledge Graph Refinement and CompletionCode0
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement LearningCode0
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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