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 2401–2450 of 2974 papers

TitleStatusHype
Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes PredictionCode0
PNEL: Pointer Network based End-To-End Entity Linking over Knowledge GraphsCode0
Knowledge Graph Completion using Structural and Textual EmbeddingsCode0
Knowledge Graph Completion via Complex Tensor FactorizationCode0
Knowledge Graph Completion with Mixed Geometry Tensor FactorizationCode0
Visual Data Diagnosis and Debiasing with Concept GraphsCode0
Knowledge Graph Context-Enhanced Diversified RecommendationCode0
Informed Multi-context Entity AlignmentCode0
Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsCode0
EARL: Informative Knowledge-Grounded Conversation Generation with Entity-Agnostic Representation LearningCode0
A Minimal Approach for Natural Language Action Space in Text-based GamesCode0
Knowledge Graphs in Practice: Characterizing their Users, Challenges, and Visualization OpportunitiesCode0
Inductive Relation Prediction from Relational Paths and Context with Hierarchical TransformersCode0
Challenges of Linking Organizational Information in Open Government Data to Knowledge GraphsCode0
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational AssumptionsCode0
Position-aware Attention and Supervised Data Improve Slot FillingCode0
Zero-Shot Information Extraction to Enhance a Knowledge Graph Describing Silk TextilesCode0
Knowledge Graph Embeddings in the Biomedical Domain: Are They Useful? A Look at Link Prediction, Rule Learning, and Downstream Polypharmacy TasksCode0
Knowledge Graph Embedding via Dynamic Mapping MatrixCode0
Social Biases in Knowledge Representations of Wikidata separates Global North from Global SouthCode0
EAGER: Embedding-Assisted Entity Resolution for Knowledge GraphsCode0
Knowledge Graph Embedding with Iterative Guidance from Soft RulesCode0
Inductive Logical Query Answering in Knowledge GraphsCode0
Unified Interpretation of Smoothing Methods for Negative Sampling Loss Functions in Knowledge Graph EmbeddingCode0
Developing PUGG for Polish: A Modern Approach to KBQA, MRC, and IR Dataset ConstructionCode0
Inductive Link Prediction on N-ary Relational Facts via Semantic Hypergraph ReasoningCode0
Unifying Dual-Space Embedding for Entity Alignment via Contrastive LearningCode0
Who Should I Engage with At What Time? A Missing Event Aware Temporal Graph Neural NetworkCode0
Predicting ConceptNet Path Quality Using Crowdsourced Assessments of NaturalnessCode0
Inductive Link Prediction in Knowledge Graphs using Path-based Neural NetworksCode0
Solving Hard Analogy Questions with Relation Embedding ChainsCode0
Tensor Decomposition with Relational Constraints for Predicting Multiple Types of MicroRNA-disease AssociationsCode0
Sora Detector: A Unified Hallucination Detection for Large Text-to-Video ModelsCode0
Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons LearnedCode0
Inducing Discourse Marker Inventories from Lexical Knowledge GraphsCode0
Space Efficient Context Encoding for Non-Task-Oriented Dialogue Generation with Graph Attention TransformerCode0
UniKG: A Benchmark and Universal Embedding for Large-Scale Knowledge GraphsCode0
Knowledge Graph Fact Prediction via Knowledge-Enriched Tensor FactorizationCode0
Learning Concept Lengths Accelerates Concept Learning in ALCCode0
Inducing a Decision Tree with Discriminative Paths to Classify Entities in a Knowledge GraphCode0
CAVA: A Visual Analytics System for Exploratory Columnar Data Augmentation Using Knowledge GraphsCode0
Knowledge Graph informed Fake News Classification via Heterogeneous Representation EnsemblesCode0
SPARQL Generation with Entity Pre-trained GPT for KG Question AnsweringCode0
Dyport: Dynamic Importance-based Hypothesis Generation Benchmarking TechniqueCode0
Pretrained Transformers for Simple Question Answering over Knowledge GraphsCode0
IndeGx: A Model and a Framework for Indexing RDF Knowledge Graphs with SPARQL-based Test SuitsCode0
Causal Graphs Meet Thoughts: Enhancing Complex Reasoning in Graph-Augmented LLMsCode0
DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge GraphsCode0
Incorporating Literals into Knowledge Graph EmbeddingsCode0
Incorporating Legal Structure in Retrieval-Augmented Generation: A Case Study on Copyright Fair UseCode0
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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