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 2751–2775 of 2974 papers

TitleStatusHype
AutoGMap: Learning to Map Large-scale Sparse Graphs on Memristive CrossbarsCode0
Toward Practical Entity Alignment Method Design: Insights from New Highly Heterogeneous Knowledge Graph DatasetsCode0
Cross-lingual Knowledge Graph Alignment via Graph Convolutional NetworksCode0
Using Titles vs. Full-text as Source for Automated Semantic Document AnnotationCode0
ForecastTKGQuestions: A Benchmark for Temporal Question Answering and Forecasting over Temporal Knowledge GraphsCode0
Focus, Merge, Rank: Improved Question Answering Based on Semi-structured Knowledge BasesCode0
Utilizing Background Knowledge for Robust Reasoning over Traffic SituationsCode0
Cross-lingual Entity Alignment with Adversarial Kernel Embedding and Adversarial Knowledge TranslationCode0
Utilizing Language Models to Expand Vision-Based Commonsense Knowledge GraphsCode0
Firzen: Firing Strict Cold-Start Items with Frozen Heterogeneous and Homogeneous Graphs for RecommendationCode0
Finding Streams in Knowledge Graphs to Support Fact CheckingCode0
Traversing Knowledge Graphs in Vector SpaceCode0
Cross-lingual Entity Alignment with Incidental SupervisionCode0
Text2KGBench: A Benchmark for Ontology-Driven Knowledge Graph Generation from TextCode0
TREA: Tree-Structure Reasoning Schema for Conversational RecommendationCode0
Text-Based Automatic Personality Prediction Using KGrAt-Net; A Knowledge Graph Attention Network ClassifierCode0
Retrofitting Distributional Embeddings to Knowledge Graphs with Functional RelationsCode0
Revealing Secrets in SPARQL Session LevelCode0
Tree-based variational inference for Poisson log-normal modelsCode0
Finding Paths for Explainable MOOC Recommendation: A Learner PerspectiveCode0
Augmenting Neural Machine Translation with Knowledge GraphsCode0
Augmenting Knowledge Graphs for Better Link PredictionCode0
Finding Motifs in Knowledge Graphs using CompressionCode0
Revisiting Simple Neural Networks for Learning Representations of Knowledge GraphsCode0
An Effective and Efficient Time-aware Entity Alignment Framework via Two-aspect Three-view Label PropagationCode0
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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