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

Showing 301350 of 2974 papers

TitleStatusHype
Learning Representations for Hyper-Relational Knowledge GraphsCode1
Improving Knowledge-aware Recommendation with Multi-level Interactive Contrastive LearningCode1
Inductive Knowledge Graph Reasoning for Multi-batch Emerging EntitiesCode1
GreenKGC: A Lightweight Knowledge Graph Completion MethodCode1
UKP-SQuARE v2: Explainability and Adversarial Attacks for Trustworthy QACode1
KRACL: Contrastive Learning with Graph Context Modeling for Sparse Knowledge Graph CompletionCode1
Multi-modal Siamese Network for Entity AlignmentCode1
Neuro-symbolic computing with spiking neural networksCode1
Subgraph Neighboring Relations Infomax for Inductive Link Prediction on Knowledge GraphsCode1
LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text InjectionCode1
μKG: A Library for Multi-source Knowledge Graph Embeddings and ApplicationsCode1
Enhancing Document-level Relation Extraction by Entity Knowledge InjectionCode1
Facing Changes: Continual Entity Alignment for Growing Knowledge GraphsCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
Hardware-agnostic Computation for Large-scale Knowledge Graph EmbeddingsCode1
Start Small, Think Big: On Hyperparameter Optimization for Large-Scale Knowledge Graph EmbeddingsCode1
StATIK: Structure and Text for Inductive Knowledge Graph CompletionCode1
BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language ModelsCode1
Zero-shot object goal visual navigationCode1
ExpressivE: A Spatio-Functional Embedding For Knowledge Graph CompletionCode1
A*Net: A Scalable Path-based Reasoning Approach for Knowledge GraphsCode1
OntoMerger: An Ontology Integration Library for Deduplicating and Connecting Knowledge Graph NodesCode1
Acquiring and Modelling Abstract Commonsense Knowledge via ConceptualizationCode1
Expressive Scene Graph Generation Using Commonsense Knowledge Infusion for Visual Understanding and ReasoningCode1
AdaProp: Learning Adaptive Propagation for Graph Neural Network based Knowledge Graph ReasoningCode1
Temporal knowledge graph question answering via subgraph reasoningCode1
TFLEX: Temporal Feature-Logic Embedding Framework for Complex Reasoning over Temporal Knowledge GraphCode1
StarGraph: Knowledge Representation Learning based on Incomplete Two-hop SubgraphCode1
Relphormer: Relational Graph Transformer for Knowledge Graph RepresentationsCode1
Are Message Passing Neural Networks Really Helpful for Knowledge Graph Completion?Code1
DEER: Descriptive Knowledge Graph for Explaining Entity RelationshipsCode1
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch SimilaritiesCode1
Neural-Symbolic Models for Logical Queries on Knowledge GraphsCode1
Kronecker Decomposition for Knowledge Graph EmbeddingsCode1
Knowledge Graph Question Answering Datasets and Their Generalizability: Are They Enough for Future Research?Code1
Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated SettingCode1
Knowledge Graph Contrastive Learning for RecommendationCode1
Entity-aware Transformers for Entity SearchCode1
Type-aware Embeddings for Multi-Hop Reasoning over Knowledge GraphsCode1
Learning from Missing Relations: Contrastive Learning with Commonsense Knowledge Graphs for Commonsense InferenceCode1
Instilling Type Knowledge in Language Models via Multi-Task QACode1
Query2Particles: Knowledge Graph Reasoning with Particle EmbeddingsCode1
Modern Baselines for SPARQL Semantic ParsingCode1
Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of ExplanationsCode1
LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge GraphsCode1
Temporal Knowledge Graph Reasoning with Low-rank and Model-agnostic RepresentationsCode1
VRKG4Rec: Virtual Relational Knowledge Graphs for RecommendationCode1
Automatic Biomedical Term Clustering by Learning Fine-grained Term RepresentationsCode1
Towards Large-Scale Interpretable Knowledge Graph Reasoning for Dialogue SystemsCode1
Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding AggregationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified