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 1876–1900 of 2974 papers

TitleStatusHype
Reasoning over Multi-view Knowledge Graphs—0
Evaluating Agent Interactions Through Episodic Knowledge GraphsCode0
INFINITY: A Simple Yet Effective Unsupervised Framework for Graph-Text Mutual Conversion—0
Query-based Industrial Analytics over Knowledge Graphs with Ontology Reshaping—0
Towards Ontology Reshaping for KG Generation with User-in-the-Loop: Applied to Bosch Welding—0
A Simple Temporal Information Matching Mechanism for Entity Alignment Between Temporal Knowledge GraphsCode0
Joint Language Semantic and Structure Embedding for Knowledge Graph CompletionCode0
Walk-and-Relate: A Random-Walk-based Algorithm for Representation Learning on Sparse Knowledge GraphsCode0
Dual-Geometric Space Embedding Model for Two-View Knowledge GraphsCode0
Neural-Symbolic Entangled Framework for Complex Query Answering—0
Structured Knowledge Grounding for Question Answering—0
Gollum: A Gold Standard for Large Scale Multi Source Knowledge Graph Matching—0
Knowledge Graph Completion with Pre-trained Multimodal Transformer and Twins Negative Sampling—0
KSG: Knowledge and Skill Graph—0
Bending the Future: Autoregressive Modeling of Temporal Knowledge Graphs in Curvature-Variable Hyperbolic SpacesCode0
Embedding-Based Entity Alignment Using Relation Structural SimilarityCode0
Simple and Powerful Architecture for Inductive Recommendation Using Knowledge Graph Convolutions—0
Knowledge Based Template Machine Translation In Low-Resource Setting—0
Geolocation of Cultural Heritage using Multi-View Knowledge Graph EmbeddingCode0
Conflict-Aware Pseudo Labeling via Optimal Transport for Entity AlignmentCode0
Generalization in Neural Networks: A Broad Survey—0
MMKGR: Multi-hop Multi-modal Knowledge Graph Reasoning—0
Exploiting Hybrid Semantics of Relation Paths for Multi-hop Question Answering Over Knowledge Graphs—0
Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion—0
Large-scale Multi-granular Concept Extraction Based on Machine Reading ComprehensionCode0
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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