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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2451–2500 of 2974 papers

TitleStatusHype
Knowledge Graph Refinement based on Triplet BERT-NetworksCode0
Towards Automatic Bias Detection in Knowledge GraphsCode0
Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive LearningCode0
Prior Bilinear Based Models for Knowledge Graph CompletionCode0
Incorporating Domain Knowledge into Medical NLI using Knowledge GraphsCode0
Sparsity and Noise: Where Knowledge Graph Embeddings Fall ShortCode0
Universal Knowledge Graph EmbeddingsCode0
Privacy-Preserving Visual Content Tagging using Graph Transformer NetworksCode0
Improving the Robustness of Knowledge-Grounded Dialogue via Contrastive LearningCode0
Privacy-Preserving Visual Content Tagging using Graph Transformer NetworksCode0
CausalLP: Learning causal relations with weighted knowledge graph link predictionCode0
DyERNIE: Dynamic Evolution of Riemannian Manifold Embeddings for Temporal Knowledge Graph CompletionCode0
Universal Multi-modal Entity Alignment via Iteratively Fusing Modality Similarity PathsCode0
Probabilistic Logic Neural Networks for ReasoningCode0
SpherE: Expressive and Interpretable Knowledge Graph Embedding for Set RetrievalCode0
Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural NetworksCode0
Knowledge graphs for empirical concept retrievalCode0
CAFE: Knowledge graph completion using neighborhood-aware featuresCode0
Process Trace Querying using Knowledge Graphs and Notation3Code0
Universal Preprocessing Operators for Embedding Knowledge Graphs with LiteralsCode0
Aligning Knowledge Graphs Provided by Humans and Generated from Neural Networks in Specific TasksCode0
Progressive Knowledge Graph CompletionCode0
Dual Policy Learning for Aggregation Optimization in Graph Neural Network-based Recommender SystemsCode0
Knowledge Graphs meet Moral ValuesCode0
Improving rule mining via embedding-based link predictionCode0
Knowledge Graphs of Driving Scenes to Empower the Emerging Capabilities of Neurosymbolic AICode0
ProGS: Property Graph Shapes Language (Extended Version)Code0
CADGE: Context-Aware Dialogue Generation Enhanced with Graph-Structured Knowledge AggregationCode0
Prometheus Chatbot: Knowledge Graph Collaborative Large Language Model for Computer Components RecommendationCode0
Prompt-Consistency Image Generation (PCIG): A Unified Framework Integrating LLMs, Knowledge Graphs, and Controllable Diffusion ModelsCode0
Knowledge Graph Structure as Prompt: Improving Small Language Models Capabilities for Knowledge-based Causal DiscoveryCode0
SSTKG: Simple Spatio-Temporal Knowledge Graph for Intepretable and Versatile Dynamic Information EmbeddingCode0
Knowledge Graph ValidationCode0
Building Rule Hierarchies for Efficient Logical Rule Learning from Knowledge GraphsCode0
Knowledge Hypergraph Embedding Meets Relational AlgebraCode0
Dual-Geometric Space Embedding Model for Two-View Knowledge GraphsCode0
Improving Multi-hop Logical Reasoning in Knowledge Graphs with Context-Aware Query Representation LearningCode0
Prompt-Time Symbolic Knowledge Capture with Large Language ModelsCode0
Prompt Tuning or Fine-Tuning - Investigating Relational Knowledge in Pre-Trained Language ModelsCode0
A Re-evaluation of Knowledge Graph Completion MethodsCode0
Building Dynamic Knowledge Graphs from Text-based GamesCode0
BUCA: A Binary Classification Approach to Unsupervised Commonsense Question AnsweringCode0
Dual Box Embeddings for the Description Logic EL++Code0
Aligning Cross-Lingual Entities with Multi-Aspect InformationCode0
PSYCHIC: A Neuro-Symbolic Framework for Knowledge Graph Question-Answering GroundingCode0
DRUM: End-To-End Differentiable Rule Mining On Knowledge GraphsCode0
Towards Explainable Temporal Reasoning in Large Language Models: A Structure-Aware Generative FrameworkCode0
Drug-Drug Interaction Prediction Based on Knowledge Graph Embeddings and Convolutional-LSTM NetworkCode0
Stay Positive: Knowledge Graph Embedding Without Negative SamplingCode0
Step by step: a hierarchical framework for multi-hop knowledge graph reasoning with 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