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 101–150 of 2974 papers

TitleStatusHype
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoningCode1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical RecordsCode1
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph EngineeringCode1
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report GenerationCode1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle TrainingCode1
A High-Level Ontology Network for ICT InfrastructuresCode1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM EraCode1
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail KnowledgeCode1
DDGCN: Dual Dynamic Graph Convolutional Networks for Rumor Detection on Social MediaCode1
CSKG: The CommonSense Knowledge GraphCode1
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge GraphsCode1
AISecKG: Knowledge Graph Dataset for Cybersecurity EducationCode1
Explainable Link Prediction for Emerging Entities in Knowledge GraphsCode1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge GraphsCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention NetworksCode1
DiffKG: Knowledge Graph Diffusion Model for RecommendationCode1
Convolutional Complex Knowledge Graph EmbeddingsCode1
Disconnected Emerging Knowledge Graph Oriented Inductive Link PredictionCode1
A Knowledge Graph Embeddings based Approach for Author Name Disambiguation using LiteralsCode1
Diverse and Informative Dialogue Generation with Context-Specific Commonsense Knowledge AwarenessCode1
DEER: Descriptive Knowledge Graph for Explaining Entity RelationshipsCode1
An Industry Evaluation of Embedding-based Entity AlignmentCode1
Acquiring and Modelling Abstract Commonsense Knowledge via ConceptualizationCode1
An Open Challenge for Inductive Link Prediction on Knowledge GraphsCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language ModelsCode1
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge GraphsCode1
Continual Learning of Knowledge Graph EmbeddingsCode1
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge GraphCode1
A Generalization of Transformer Networks to GraphsCode1
Context-aware Entity Typing in Knowledge GraphsCode1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention NetworksCode1
Complex Temporal Question Answering on Knowledge GraphsCode1
A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity AlignmentCode1
ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge GraphsCode1
Complex Query Answering with Neural Link PredictorsCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question AnsweringCode1
Convolutional 2D Knowledge Graph EmbeddingsCode1
Deep Graph Matching ConsensusCode1
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question AnsweringCode1
ComFact: A Benchmark for Linking Contextual Commonsense KnowledgeCode1
Common Sense Enhanced Knowledge-based Recommendation with Large Language ModelCode1
Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learningCode1
Communicative Message Passing for Inductive Relation ReasoningCode1
Adversarial Robustness of Representation Learning for Knowledge GraphsCode1
CoDEx: A Comprehensive Knowledge Graph Completion BenchmarkCode1
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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