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 651–700 of 2974 papers

TitleStatusHype
KGAP: Knowledge Graph Augmented Political Perspective Detection in News MediaCode0
Knowledge-Enhanced Evidence Retrieval for Counterargument GenerationCode0
Choose your Data Wisely: A Framework for Semantic CounterfactualsCode0
Knowledge Enhanced Multi-intent Transformer Network for RecommendationCode0
Scaling Reasoning can Improve Factuality in Large Language ModelsCode0
Knowledge-Enriched Visual StorytellingCode0
Knowledge graphs for empirical concept retrievalCode0
Knowledge-augmented Pre-trained Language Models for Biomedical Relation ExtractionCode0
A Relation Extraction Dataset for Knowledge Extraction from Web TablesCode0
Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual StorytellingCode0
Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented GraphsCode0
Knowledge Graphs in Practice: Characterizing their Users, Challenges, and Visualization OpportunitiesCode0
Challenges of Linking Organizational Information in Open Government Data to Knowledge GraphsCode0
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and FilteringCode0
Know-Evolve: Deep Temporal Reasoning for Dynamic Knowledge GraphsCode0
Knowledge-aware Dual-side Attribute-enhanced RecommendationCode0
A Comparative Study on Structural and Semantic Properties of Sentence EmbeddingsCode0
Are Large Language Models a Good Replacement of Taxonomies?Code0
CAVA: A Visual Analytics System for Exploratory Columnar Data Augmentation Using Knowledge GraphsCode0
KG-TREAT: Pre-training for Treatment Effect Estimation by Synergizing Patient Data with Knowledge GraphsCode0
A Re-evaluation of Knowledge Graph Completion MethodsCode0
KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features FilteringCode0
Arbitrary Time Information Modeling via Polynomial Approximation for Temporal Knowledge Graph EmbeddingCode0
KHAN: Knowledge-Aware Hierarchical Attention Networks for Accurate Political Stance PredictionCode0
Knowledge-aware Pronoun Coreference ResolutionCode0
Causal Graphs Meet Thoughts: Enhancing Complex Reasoning in Graph-Augmented LLMsCode0
A Hierarchical N-Gram Framework for Zero-Shot Link PredictionCode0
CausalLP: Learning causal relations with weighted knowledge graph link predictionCode0
KGPA: Robustness Evaluation for Large Language Models via Cross-Domain Knowledge GraphsCode0
KGMark: A Diffusion Watermark for Knowledge GraphsCode0
Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural NetworksCode0
A Comparative Analysis of Conversational Large Language Models in Knowledge-Based Text GenerationCode0
KG-BERT: BERT for Knowledge Graph CompletionCode0
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic EmbeddingsCode0
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement LearningCode0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
TechNet: Technology Semantic Network Based on Patent DataCode0
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise QuestionsCode0
Knowledge Base Completion: Baseline strikes back (Again)Code0
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document UnderstandingCode0
KAMEL : Knowledge Analysis with Multitoken Entities in Language ModelsCode0
CAFE: Knowledge graph completion using neighborhood-aware featuresCode0
Applying BioBERT to Extract Germline Gene-Disease Associations for Building a Knowledge Graph from the Biomedical LiteratureCode0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
CADGE: Context-Aware Dialogue Generation Enhanced with Graph-Structured Knowledge AggregationCode0
K-BERT: Enabling Language Representation with Knowledge GraphCode0
Building Rule Hierarchies for Efficient Logical Rule Learning from Knowledge GraphsCode0
Jointly Learning Entity and Relation Representations for Entity AlignmentCode0
Joint Language Semantic and Structure Embedding for Knowledge Graph CompletionCode0
Jointly Learning Explainable Rules for Recommendation with Knowledge GraphCode0
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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