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 451–500 of 2974 papers

TitleStatusHype
A Review of Biomedical Datasets Relating to Drug Discovery: A Knowledge Graph PerspectiveCode1
RDF2Vec: RDF Graph Embeddings and Their ApplicationsCode1
Fuzzy Logic Based Logical Query Answering on Knowledge GraphsCode1
Fusing Context Into Knowledge Graph for Commonsense Question AnsweringCode1
IMF: Interactive Multimodal Fusion Model for Link PredictionCode1
Knowledge Embedding Based Graph Convolutional NetworkCode1
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge GraphCode1
Implications of Topological Imbalance for Representation Learning on Biomedical Knowledge GraphsCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
Explainable Link Prediction for Emerging Entities in Knowledge GraphsCode1
RecKG: Knowledge Graph for Recommender SystemsCode1
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch SimilaritiesCode1
Improving Inductive Link Prediction Using Hyper-Relational FactsCode1
Generative Knowledge Graph Construction: A ReviewCode1
A Scalable Tool For Analyzing Genomic Variants Of Humans Using Knowledge Graphs and Machine LearningCode1
Interesting Scientific Idea Generation using Knowledge Graphs and LLMs: Evaluations with 100 Research Group LeadersCode1
A Self-supervised Method for Entity AlignmentCode1
CODER: Knowledge infused cross-lingual medical term embedding for term normalizationCode1
CoDEx: A Comprehensive Knowledge Graph Completion BenchmarkCode1
GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text GenerationCode1
Hyperbolic Deep Neural Networks: A SurveyCode1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge GraphCode1
Representation Learning for Person or Entity-centric Knowledge Graphs: An Application in HealthcareCode1
Representation Learning on Hyper-Relational and Numeric Knowledge Graphs with TransformersCode1
ASER: A Large-scale Eventuality Knowledge GraphCode1
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question AnsweringCode1
R-GCN: The R Could Stand for RandomCode1
RNNLogic: Learning Logic Rules for Reasoning on Knowledge GraphsCode1
HyperFormer: Enhancing Entity and Relation Interaction for Hyper-Relational Knowledge Graph CompletionCode1
Context-aware Entity Typing in Knowledge GraphsCode1
GreenKGC: A Lightweight Knowledge Graph Completion MethodCode1
GraphArena: Benchmarking Large Language Models on Graph Computational ProblemsCode1
ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge GraphsCode1
Hyperbolic Contrastive Learning with Model-augmentation for Knowledge-aware RecommendationCode1
GraphLog: A Benchmark for Measuring Logical Generalization in Graph Neural NetworksCode1
Graph Neural Networks with Learnable Structural and Positional RepresentationsCode1
A Knowledge Graph Embeddings based Approach for Author Name Disambiguation using LiteralsCode1
IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity AlignmentCode1
COMET-ATOMIC 2020: On Symbolic and Neural Commonsense Knowledge GraphsCode1
Improving Knowledge-aware Recommendation with Multi-level Interactive Contrastive LearningCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
Common Sense Enhanced Knowledge-based Recommendation with Large Language ModelCode1
Scaling Up Knowledge Graph Creation to Large and Heterogeneous Data SourcesCode1
Scene Graph Parsing as Dependency ParsingCode1
Grounding Dialogue Systems via Knowledge Graph Aware Decoding with Pre-trained TransformersCode1
SEEK: Segmented Embedding of Knowledge GraphsCode1
How To Avoid Being Eaten By a Grue: Exploration Strategies for Text-Adventure AgentsCode1
Communicative Message Passing for Inductive Relation ReasoningCode1
HAHE: Hierarchical Attention for Hyper-Relational Knowledge Graphs in Global and Local LevelCode1
How to Train Your Agent to Read and WriteCode1
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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