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
Path Ranking with Attention to Type HierarchiesCode0
Iterative Entity Alignment via Joint Knowledge EmbeddingsCode0
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying ScaleCode0
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and FilteringCode0
EEE-QA: Exploring Effective and Efficient Question-Answer RepresentationsCode0
Know-Evolve: Deep Temporal Reasoning for Dynamic Knowledge GraphsCode0
Paths to Causality: Finding Informative Subgraphs Within Knowledge Graphs for Knowledge-Based Causal DiscoveryCode0
Similar Cases Recommendation using Legal Knowledge GraphsCode0
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge GraphsCode0
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction MethodsCode0
Intermediate triple table: A general architecture for virtual knowledge graphsCode0
Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual StorytellingCode0
Interleaving GANs with knowledge graphs to support design creativity for book coversCode0
CleanGraph: Human-in-the-loop Knowledge Graph Refinement and CompletionCode0
Knowledge-augmented Pre-trained Language Models for Biomedical Relation ExtractionCode0
Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented GraphsCode0
Knowledge-aware Dual-side Attribute-enhanced RecommendationCode0
Citation Recommendation for Research Papers via Knowledge GraphsCode0
Knowledge-aware Pronoun Coreference ResolutionCode0
Knowledge Base Completion: Baseline strikes back (Again)Code0
Simple and Interpretable Probabilistic Classifiers for Knowledge GraphsCode0
Online Detection of Anomalies in Temporal Knowledge Graphs with InterpretabilityCode0
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical DataCode0
PDPK: A Framework to Synthesise Process Data and Corresponding Procedural Knowledge for ManufacturingCode0
edge2vec: Representation learning using edge semantics for biomedical knowledge discoveryCode0
Choose your Data Wisely: A Framework for Semantic CounterfactualsCode0
SimplE Embedding for Link Prediction in Knowledge GraphsCode0
Simulation and Augmentation of Social Networks for Building Deep Learning ModelsCode0
Tough Tables: Carefully Evaluating Entity Linking for Tabular DataCode0
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature InteractionsCode0
EchoEA: Echo Information between Entities and Relations for Entity AlignmentCode0
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in HealthcareCode0
Personalized News Recommendation with Knowledge-aware Interactive MatchingCode0
Personalizing Large Language Models using Retrieval Augmented Generation and Knowledge GraphCode0
An Adaptive Logical Rule Embedding Model for Inductive Reasoning over Temporal Knowledge GraphsCode0
Knowledge-Enhanced Evidence Retrieval for Counterargument GenerationCode0
Knowledge Enhanced Multi-intent Transformer Network for RecommendationCode0
Are Large Language Models a Good Replacement of Taxonomies?Code0
A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge GraphsCode0
PipeNet: Question Answering with Semantic Pruning over Knowledge GraphsCode0
Knowledge-Enriched Visual StorytellingCode0
PK-Chat: Pointer Network Guided Knowledge Driven Generative Dialogue ModelCode0
Knowledge Generation -- Variational Bayes on Knowledge GraphsCode0
Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood AggregationCode0
PKG API: A Tool for Personal Knowledge Graph ManagementCode0
Towards a Better Metric for Evaluating Question Generation SystemsCode0
EARL: Joint Entity and Relation Linking for Question Answering over Knowledge GraphsCode0
Integrating Knowledge Graph embedding and pretrained Language Models in Hypercomplex SpacesCode0
KGAP: Knowledge Graph Augmented Political Perspective Detection in News MediaCode0
NALA: an Effective and Interpretable Entity Alignment MethodCode0
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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