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 2626–2650 of 2974 papers

TitleStatusHype
Toward Understanding The Effect of Loss Function on The Performance of Knowledge Graph Embedding—0
Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph CompletionCode0
Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window Analysis—0
Jointly Learning Entity and Relation Representations for Entity AlignmentCode0
Extracting Conceptual Knowledge from Natural Language Text Using Maximum Likelihood Principle—0
Research Commentary on Recommendations with Side Information: A Survey and Research Directions—0
K-BERT: Enabling Language Representation with Knowledge GraphCode0
Bridging Visual Perception with Contextual Semantics for Understanding Robot Manipulation Tasks—0
RuDaS: Synthetic Datasets for Rule Learning and Evaluation ToolsCode0
HapPenIng: Happen, Predict, Infer -- Event Series Completion in a Knowledge Graph—0
How to make latent factors interpretable by feeding Factorization machines with knowledge graphsCode0
Combination of Unified Embedding Model and Observed Features for Knowledge Graph Completion—0
KG-BERT: BERT for Knowledge Graph CompletionCode0
Structured Query Construction via Knowledge Graph Embedding—0
Identifying and Explaining Discriminative AttributesCode0
A Non-commutative Bilinear Model for Answering Path Queries in Knowledge Graphs—0
Meta Relational Learning for Few-Shot Link Prediction in Knowledge GraphsCode0
Discovering Hypernymy in Text-Rich Heterogeneous Information Network by Exploiting Context GranularityCode0
A Method to Learn Embedding of a Probabilistic Medical Knowledge Graph: Algorithm Development—0
Toward Understanding The Effect Of Loss function On Then Performance Of Knowledge Graph Embedding—0
EoANN: Lexical Semantic Relation Classification Using an Ensemble of Artificial Neural Networks—0
Incorporating Domain Knowledge into Medical NLI using Knowledge GraphsCode0
Neural Snowball for Few-Shot Relation LearningCode0
Bayes EMbedding (BEM): Refining Representation by Integrating Knowledge Graphs and Behavior-specific NetworksCode0
Unsupervised Construction of Knowledge Graphs From Text and Code—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