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 1551–1600 of 2974 papers

TitleStatusHype
A Relation Extraction Dataset for Knowledge Extraction from Web TablesCode0
Multimodal Analogical Reasoning over Knowledge GraphsCode2
LambdaKG: A Library for Pre-trained Language Model-Based Knowledge Graph EmbeddingsCode2
Swift Markov Logic for Probabilistic Reasoning on Knowledge Graphs—0
GraDA: Graph Generative Data Augmentation for Commonsense ReasoningCode0
A Survey on Knowledge Graph-based Methods for Automated Driving—0
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link PredictionCode1
Adversarial Robustness of Representation Learning for Knowledge GraphsCode1
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge GraphCode1
A Decade of Knowledge Graphs in Natural Language Processing: A SurveyCode1
Named Entity Recognition in Industrial Tables using Tabular Language Models—0
Neural Methods for Logical Reasoning Over Knowledge GraphsCode1
Knowledge-aware Neural Networks with Personalized Feature Referencing for Cold-start Recommendation—0
Reasoning over Multi-view Knowledge Graphs—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
INFINITY: A Simple Yet Effective Unsupervised Framework for Graph-Text Mutual Conversion—0
Evaluating Agent Interactions Through Episodic Knowledge GraphsCode0
A Simple Temporal Information Matching Mechanism for Entity Alignment Between Temporal Knowledge GraphsCode0
Walk-and-Relate: A Random-Walk-based Algorithm for Representation Learning on Sparse Knowledge GraphsCode0
Rethinking Knowledge Graph Evaluation Under the Open-World AssumptionCode1
Neural-Symbolic Entangled Framework for Complex Query Answering—0
Joint Language Semantic and Structure Embedding for Knowledge Graph CompletionCode0
Dual-Geometric Space Embedding Model for Two-View Knowledge GraphsCode0
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
Reinforcement Recommendation Reasoning through Knowledge Graphs for Explanation Path QualityCode1
Multi-Document Scientific Summarization from a Knowledge Graph-Centric ViewCode1
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
Disconnected Emerging Knowledge Graph Oriented Inductive Link PredictionCode1
Multi-modal Contrastive Representation Learning for Entity AlignmentCode1
Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion—0
Exploiting Hybrid Semantics of Relation Paths for Multi-hop Question Answering Over Knowledge Graphs—0
Large-scale Multi-granular Concept Extraction Based on Machine Reading ComprehensionCode0
Learning Representations for Hyper-Relational Knowledge GraphsCode1
Morph-KGC: Scalable knowledge graph materialization with mapping partitionsCode2
A Review of Knowledge Graph Completion—0
KGxBoard: Explainable and Interactive Leaderboard for Evaluation of Knowledge Graph Completion Models—0
Jointly Learning Propagating Features on the Knowledge Graph for Movie RecommendationCode0
Improving Knowledge-aware Recommendation with Multi-level Interactive Contrastive LearningCode1
Inductive Knowledge Graph Reasoning for Multi-batch Emerging EntitiesCode1
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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