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 2076–2100 of 2974 papers

TitleStatusHype
A Self-supervised Method for Entity AlignmentCode1
Scientific Language Models for Biomedical Knowledge Base Completion: An Empirical StudyCode1
Knowledge Graphs and Machine Learning in biased C4I applications—0
From Discourse to Narrative: Knowledge Projection for Event Relation ExtractionCode1
Semantic Representation and Inference for NLP—0
Query Embedding on Hyper-relational Knowledge GraphsCode1
Node Classification Meets Link Prediction on Knowledge Graphs—0
Engineering Knowledge Graph from Patent Database—0
Citation Recommendation for Research Papers via Knowledge GraphsCode0
MindReader: Recommendation over Knowledge Graph Entities with Explicit User RatingsCode0
Multi-modal Entity Alignment in Hyperbolic Space—0
An evaluation of template and ML-based generation of user-readable text from a knowledge graph—0
Enhancing Taxonomy Completion with Concept Generation via Fusing Relational RepresentationsCode1
Knowing the No-match: Entity Alignment with Dangling CasesCode1
Detecting and Adapting to Novelty in Games—0
Representing Syntax and Composition with Geometric TransformationsCode0
AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba—0
Cross-Network Learning with Partially Aligned Graph Convolutional Networks—0
Question Answering Over Temporal Knowledge GraphsCode1
Learning Representation over Dynamic Graph using Aggregation-Diffusion Mechanism—0
Causal Discovery in Knowledge Graphs by Exploiting Asymmetric Properties of Non-Gaussian DistributionsCode1
Augmenting Topic Aware Knowledge-Grounded Conversations with Dynamic Built Knowledge Graphs—0
Leveraging Wikipedia Navigational Templates for Curating Domain-Specific Fuzzy Conceptual Bases—0
Entity Prediction in Knowledge Graphs with Joint Embeddings—0
MG-BERT: Multi-Graph Augmented BERT for Masked Language Modeling—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