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 2601–2650 of 2974 papers

TitleStatusHype
DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge GraphsCode0
TransGCN:Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction—0
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge GraphsCode1
Distantly Supervised Question ParsingCode0
Representation Learning with Ordered Relation Paths for Knowledge Graph CompletionCode0
Toward Understanding The Effect of Loss Function on The Performance of Knowledge Graph Embedding—0
NoiGAN: NOISE AWARE KNOWLEDGE GRAPH EMBEDDING WITH GAN—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
Research Commentary on Recommendations with Side Information: A Survey and Research Directions—0
Extracting Conceptual Knowledge from Natural Language Text Using Maximum Likelihood Principle—0
Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding SpaceCode1
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
Discovering Hypernymy in Text-Rich Heterogeneous Information Network by Exploiting Context GranularityCode0
A Non-commutative Bilinear Model for Answering Path Queries in Knowledge Graphs—0
Meta Relational Learning for Few-Shot Link Prediction in Knowledge GraphsCode0
KagNet: Knowledge-Aware Graph Networks for Commonsense ReasoningCode1
Toward Understanding The Effect Of Loss function On Then Performance Of Knowledge Graph Embedding—0
A Method to Learn Embedding of a Probabilistic Medical Knowledge Graph: Algorithm Development—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
Inducing a Decision Tree with Discriminative Paths to Classify Entities in a Knowledge GraphCode0
Relation-Aware Entity Alignment for Heterogeneous Knowledge GraphsCode1
Populating Web Scale Knowledge Graphs using Distantly Supervised Relation Extraction and Validation—0
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules—0
Unsupervised Hierarchical Grouping of Knowledge Graph Entities—0
Message Passing for Complex Question Answering over Knowledge GraphsCode0
Transfer in Deep Reinforcement Learning using Knowledge Graphs—0
Towards Optimisation of Collaborative Question Answering over Knowledge Graphs—0
Meta Reasoning over Knowledge Graphs—0
An End-to-End Neighborhood-based Interaction Model for Knowledge-enhanced RecommendationCode0
TinySearch -- Semantics based Search Engine using Bert Embeddings—0
Drug-Drug Interaction Prediction Based on Knowledge Graph Embeddings and Convolutional-LSTM NetworkCode0
Answering Complex Questions by Joining Multi-Document Evidence with Quasi Knowledge Graphs—0
Meta-Semantic Representation for Early Detection of Alzheimer's Disease—0
An Empirical Study on Leveraging Scene Graphs for Visual Question Answering—0
The sameAs Problem: A Survey on Identity Management in the Web of Data—0
Orometric Methods in Bounded Metric DataCode0
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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