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
Generalizing Knowledge Graph Embedding with Universal Orthogonal ParameterizationCode1
Knowledge Embedding Based Graph Convolutional NetworkCode1
RDFFrames: Knowledge Graph Access for Machine Learning ToolsCode1
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge GraphCode1
Generating Knowledge Graphs by Employing Natural Language Processing and Machine Learning Techniques within the Scholarly DomainCode1
Improving Conversational Recommender Systems via Knowledge Graph based Semantic FusionCode1
ReCDAP: Relation-Based Conditional Diffusion with Attention Pooling for Few-Shot Knowledge Graph CompletionCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
Explainable Link Prediction for Emerging Entities in Knowledge GraphsCode1
Reinforcement Learning from Reformulations in Conversational Question Answering over Knowledge GraphsCode1
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch SimilaritiesCode1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge GraphsCode1
Generative Adversarial Zero-Shot Relational Learning for Knowledge GraphsCode1
A Scalable Tool For Analyzing Genomic Variants Of Humans Using Knowledge Graphs and Machine LearningCode1
GenWiki: A Dataset of 1.3 Million Content-Sharing Text and Graphs for Unsupervised Graph-to-Text GenerationCode1
Improving Knowledge-aware Recommendation with Multi-level Interactive Contrastive LearningCode1
CODER: Knowledge infused cross-lingual medical term embedding for term normalizationCode1
CoDEx: A Comprehensive Knowledge Graph Completion BenchmarkCode1
HyperFormer: Enhancing Entity and Relation Interaction for Hyper-Relational Knowledge Graph CompletionCode1
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question AnsweringCode1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge GraphCode1
Rethinking Knowledge Graph Evaluation Under the Open-World AssumptionCode1
Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity AlignmentCode1
ASER: A Large-scale Eventuality Knowledge GraphCode1
Information Obfuscation of Graph Neural NetworksCode1
A Toolkit for Generating Code Knowledge GraphsCode1
Robust Retrieval Augmented Generation for Zero-shot Slot FillingCode1
IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity AlignmentCode1
Context-aware Entity Typing in Knowledge GraphsCode1
ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge GraphsCode1
Hyperbolic Deep Neural Networks: A SurveyCode1
A Simple Approach to Case-Based Reasoning in Knowledge BasesCode1
Graph Neural Networks with Learnable Structural and Positional RepresentationsCode1
IMF: Interactive Multimodal Fusion Model for Link PredictionCode1
Improving Knowledge Graph Entity Alignment with Graph AugmentationCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
How to Train Your Agent to Read and WriteCode1
COMET-ATOMIC 2020: On Symbolic and Neural Commonsense Knowledge GraphsCode1
Scalable and interpretable rule-based link prediction for large heterogeneous knowledge graphsCode1
ComFact: A Benchmark for Linking Contextual Commonsense KnowledgeCode1
Common Sense Enhanced Knowledge-based Recommendation with Large Language ModelCode1
Grounding Dialogue Systems via Knowledge Graph Aware Decoding with Pre-trained TransformersCode1
Scaling Up Knowledge Graph Creation to Large and Heterogeneous Data SourcesCode1
Hardware-agnostic Computation for Large-scale Knowledge Graph EmbeddingsCode1
Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-AugmentationCode1
HRGraph: Leveraging LLMs for HR Data Knowledge Graphs with Information Propagation-based Job RecommendationCode1
Communicative Message Passing for Inductive Relation ReasoningCode1
Harnessing Diverse Perspectives: A Multi-Agent Framework for Enhanced Error Detection in Knowledge GraphsCode1
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical ConstraintsCode1
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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