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 2876–2900 of 2974 papers

TitleStatusHype
Graph Pattern Entity Ranking Model for Knowledge Graph Completion—0
A Case Study in Bootstrapping Ontology Graphs from Textbooks—0
Graph RAG for Legal Norms: A Hierarchical and Temporal Approach—0
GraphRAG under Fire—0
GraphRank Pro+: Advancing Talent Analytics Through Knowledge Graphs and Sentiment-Enhanced Skill Profiling—0
Graph Reasoning for Explainable Cold Start Recommendation—0
Graph Reasoning for Question Answering with Triplet Retrieval—0
DBee: A Database for Creating and Managing Knowledge Graphs and Embeddings—0
Data Science with Vadalog: Bridging Machine Learning and Reasoning—0
Graph-to-Vision: Multi-graph Understanding and Reasoning using Vision-Language Models—0
Graph Transformer—0
Data Exploration and Validation on dense knowledge graphs for biomedical research—0
Data Augmentation for Few-Shot Knowledge Graph Completion from Hierarchical Perspective—0
Graph vs. Sequence: An Empirical Study on Knowledge Forms for Knowledge-Grounded Dialogue—0
A Multimodal Translation-Based Approach for Knowledge Graph Representation Learning—0
GRAPHYP: A Scientific Knowledge Graph with Manifold Subnetworks of Communities. Detection of Scholarly Disputes in Adversarial Information Routes—0
GREASE: A Generative Model for Relevance Search over Knowledge Graphs—0
GreaseLM: Graph REASoning Enhanced Language Models—0
Dangling-Aware Entity Alignment with Mixed High-Order Proximities—0
Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models—0
Dangling-Aware Entity Alignment with Mixed High-Order Proximities—0
GREG: A Global Level Relation Extraction with Knowledge Graph Embedding—0
Grid-Based Projection of Spatial Data into Knowledge Graphs—0
Grokking in the Wild: Data Augmentation for Real-World Multi-Hop Reasoning with Transformers—0
DAGE: DAG Query Answering via Relational Combinator with Logical Constraints—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