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 2351–2400 of 2974 papers

TitleStatusHype
QuatRE: Relation-Aware Quaternions for Knowledge Graph EmbeddingsCode1
Machine Knowledge: Creation and Curation of Comprehensive Knowledge Bases—0
Structure Aware Negative Sampling in Knowledge Graphs—0
A Comparative Study on Structural and Semantic Properties of Sentence EmbeddingsCode0
A Hybrid Model for Learning Embeddings and Logical Rules Simultaneously from Knowledge Graphs—0
Message Passing for Hyper-Relational Knowledge GraphsCode1
Extracting Summary Knowledge Graphs from Long DocumentsCode1
Type-augmented Relation Prediction in Knowledge Graphs—0
NABU - Multilingual Graph-based Neural RDF Verbalizer—0
Knowledge Graphs for Multilingual Language Translation and Generation—0
CoDEx: A Comprehensive Knowledge Graph Completion BenchmarkCode1
RDF2Vec Light -- A Lightweight Approach for Knowledge Graph EmbeddingsCode1
Revealing Secrets in SPARQL Session LevelCode0
Learning semantic Image attributes using Image recognition and knowledge graph embeddings—0
Transfer Learning of Graph Neural Networks with Ego-graph Information MaximizationCode1
Sanitizing Synthetic Training Data Generation for Question Answering over Knowledge Graphs—0
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention NetworksCode1
Rule-Guided Graph Neural Networks for Recommender SystemsCode1
Walk Extraction Strategies for Node Embeddings with RDF2Vec in Knowledge GraphsCode0
High-throughput relation extraction algorithm development associating knowledge articles and electronic health records—0
CAVA: A Visual Analytics System for Exploratory Columnar Data Augmentation Using Knowledge GraphsCode0
Why should I not follow you? Reasons For and Reasons Against in Responsible Recommender Systems—0
More is not Always Better: The Negative Impact of A-box Materialization on RDF2vec Knowledge Graph EmbeddingsCode0
Cross-modal Knowledge Reasoning for Knowledge-based Visual Question Answering—0
PNEL: Pointer Network based End-To-End Entity Linking over Knowledge GraphsCode0
All About Knowledge Graphs for Actions—0
LowFER: Low-rank Bilinear Pooling for Link PredictionCode1
COOKIE: A Dataset for Conversational Recommendation over Knowledge Graphs in E-commerce—0
MMEA: Entity Alignment for Multi-Modal Knowledge GraphsCode1
AutoKG: Constructing Virtual Knowledge Graphs from Unstructured Documents for Question Answering—0
Relational Reflection Entity AlignmentCode1
Efficient Knowledge Graph Validation via Cross-Graph Representation Learning—0
Challenges of Linking Organizational Information in Open Government Data to Knowledge GraphsCode0
HOSE-Net: Higher Order Structure Embedded Network for Scene Graph Generation—0
Quaternion Graph Neural NetworksCode1
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic HierarchyCode0
Convolutional Complex Knowledge Graph EmbeddingsCode1
Neural-Symbolic Reasoning over Knowledge Graph for Multi-stage Explainable Recommendation—0
A Survey on Graph Neural Networks for Knowledge Graph Completion—0
WordCraft: An Environment for Benchmarking Commonsense AgentsCode1
OBA: An Ontology-Based Framework for Creating REST APIs for Knowledge GraphsCode1
Tackling scalability issues in mining path patterns from knowledge graphs: a preliminary studyCode0
Dual Graph Embedding for Object-Tag LinkPrediction on the Knowledge Graph—0
Investigating Pretrained Language Models for Graph-to-Text GenerationCode1
BoxE: A Box Embedding Model for Knowledge Base CompletionCode1
Improving Conversational Recommender Systems via Knowledge Graph based Semantic FusionCode1
Coronavirus Knowledge Graph: A Case Study—0
Exploration and Discovery of the COVID-19 Literature through Semantic Visualization—0
Logical Separability of Labeled Data Examples under Ontologies—0
Software Engineering Event Modeling using Relative Time in Temporal Knowledge Graphs—0
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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