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 2676–2700 of 2974 papers

TitleStatusHype
Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window Analysis—0
Exploring In-Context Learning Capabilities of Foundation Models for Generating Knowledge Graphs from Text—0
Exploring knowledge graph-based neural-symbolic system from application perspective—0
Distilling Relation Embeddings from Pre-trained Language Models—0
An Empirical Investigation of Commonsense Self-Supervision with Knowledge Graphs—0
Exploring Naive Bayes Classifiers for Tabular Data to Knowledge Graph Matching—0
Distilling Relation Embeddings from Pretrained Language Models—0
Exploring the Limits of Few-Shot Link Prediction in Knowledge Graphs—0
Exploring the Limits of Historical Information for Temporal Knowledge Graph Extrapolation—0
Exploring the Suitability of Semantic Spaces as Word Association Models for the Extraction of Semantic Relationships—0
Distilling Causal Metaknowledge from Massive Knowledge Graph—0
Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning—0
SERAG: Semantic Entity Retrieval from Arabic Knowledge Graphs—0
Extending TWIG: Zero-Shot Predictive Hyperparameter Selection for KGEs based on Graph Structure—0
SF-GNN: Self Filter for Message Lossless Propagation in Deep Graph Neural Network—0
EXTRACT: Explainable Transparent Control of Bias in Embeddings—0
Extracting Conceptual Knowledge from Natural Language Text Using Maximum Likelihood Principle—0
Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based Results—0
Disentangled Action Recognition with Knowledge Bases—0
Disease Entity Recognition and Normalization is Improved with Large Language Model Derived Synthetic Normalized Mentions—0
Extraction of Diagnostic Reasoning Relations for Clinical Knowledge Graphs—0
FabKG: A Knowledge graph of Manufacturing Science domain utilizing structured and unconventional unstructured knowledge source—0
Discovering Technology Gaps using the IntSight Knowledge Navigator—0
Fact Checking via Path Embedding and Aggregation—0
An Empirical Investigation of Commonsense Self-Supervision with 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