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 501–550 of 2974 papers

TitleStatusHype
Enhancing Taxonomy Completion with Concept Generation via Fusing Relational RepresentationsCode1
Enhancing Document-level Relation Extraction by Entity Knowledge InjectionCode1
EnriCo: Enriched Representation and Globally Constrained Inference for Entity and Relation ExtractionCode1
Efficient Relation-aware Scoring Function Search for Knowledge Graph EmbeddingCode1
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question AnsweringCode1
Complex Logical Reasoning over Knowledge Graphs using Large Language ModelsCode1
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical ConstraintsCode1
Complex Query Answering with Neural Link PredictorsCode1
TILP: Differentiable Learning of Temporal Logical Rules on Knowledge GraphsCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
Embedding Logical Queries on Knowledge GraphsCode1
Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph EmbeddingCode1
DSKReG: Differentiable Sampling on Knowledge Graph for Recommendation with Relational GNNCode1
Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge GraphsCode1
Duplication Detection in Knowledge Graphs: Literature and ToolsCode1
DEER: Descriptive Knowledge Graph for Explaining Entity RelationshipsCode1
A Study of Situational Reasoning for Traffic UnderstandingCode1
DWUG: A large Resource of Diachronic Word Usage Graphs in Four LanguagesCode1
Diverse and Informative Dialogue Generation with Context-Specific Commonsense Knowledge AwarenessCode1
EABlock: A Declarative Entity Alignment Block for Knowledge Graph Creation PipelinesCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding AggregationCode1
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern RetrievalCode1
ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge GraphsCode1
Enhancing High-order Interaction Awareness in LLM-based Recommender ModelCode1
Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link PredictionCode1
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question AnsweringCode1
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language ModelsCode1
Evaluating Logical Generalization in Graph Neural NetworksCode1
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge GraphsCode1
Complex Temporal Question Answering on Knowledge GraphsCode1
ExeKGLib: Knowledge Graphs-Empowered Machine Learning AnalyticsCode1
EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use caseCode1
Exploring Large Language Models for Knowledge Graph CompletionCode1
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge GraphsCode1
Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based ResultsCode1
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge GraphCode1
Facing Changes: Continual Entity Alignment for Growing Knowledge GraphsCode1
Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph ExpertsCode1
Fast and Continual Knowledge Graph Embedding via Incremental LoRACode1
Continual Learning of Knowledge Graph EmbeddingsCode1
Differentially Private Federated Knowledge Graphs EmbeddingCode1
A Critical Assessment of State-of-the-Art in Entity AlignmentCode1
From Discourse to Narrative: Knowledge Projection for Event Relation ExtractionCode1
DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention NetworkCode1
Fusing Context Into Knowledge Graph for Commonsense Question AnsweringCode1
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis PredictionCode1
Generalizing Knowledge Graph Embedding with Universal Orthogonal ParameterizationCode1
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and ProspectsCode1
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report GenerationCode1
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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