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 51–100 of 2974 papers

TitleStatusHype
Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question AnsweringCode2
KG-Rank: Enhancing Large Language Models for Medical QA with Knowledge Graphs and Ranking TechniquesCode2
Multi-perspective Improvement of Knowledge Graph Completion with Large Language ModelsCode2
ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity AlignmentCode2
KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph CompletionCode2
Graph Language ModelsCode2
Biomedical knowledge graph-optimized prompt generation for large language modelsCode2
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language ModelsCode2
Towards Foundation Models for Knowledge Graph ReasoningCode2
One for All: Towards Training One Graph Model for All Classification TasksCode2
PyGraft: Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your FingertipsCode2
Nemo: First Glimpse of a New Rule EngineCode2
DISC-MedLLM: Bridging General Large Language Models and Real-World Medical ConsultationCode2
DARWIN Series: Domain Specific Large Language Models for Natural ScienceCode2
MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language ModelsCode2
Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge GraphCode2
An Open-Source Knowledge Graph Ecosystem for the Life SciencesCode2
MolFM: A Multimodal Molecular Foundation ModelCode2
Boosting Knowledge Graph Generation from Tabular Data with RML ViewsCode2
LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future OpportunitiesCode2
NeuralKG-ind: A Python Library for Inductive Knowledge Graph Representation LearningCode2
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Augmented by ChatGPTCode2
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Dataset Augmented by ChatGPTCode2
PyReason: Software for Open World Temporal LogicCode2
Deep Bidirectional Language-Knowledge Graph PretrainingCode2
Efficient and Effective SPARQL Autocompletion on Very Large Knowledge GraphsCode2
LambdaKG: A Library for Pre-trained Language Model-Based Knowledge Graph EmbeddingsCode2
Multimodal Analogical Reasoning over Knowledge GraphsCode2
Morph-KGC: Scalable knowledge graph materialization with mapping partitionsCode2
Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph CompletionCode2
NeuralKG: An Open Source Library for Diverse Representation Learning of Knowledge GraphsCode2
GreaseLM: Graph REASoning Enhanced Language Models for Question AnsweringCode2
KST-GCN: A Knowledge-Driven Spatial-Temporal Graph Convolutional Network for Traffic ForecastingCode2
Open Graph Benchmark: Datasets for Machine Learning on GraphsCode2
Knowledge GraphsCode2
A Survey on Knowledge Graphs: Representation, Acquisition and ApplicationsCode2
The KEEN Universe: An Ecosystem for Knowledge Graph Embeddings with a Focus on Reproducibility and TransferabilityCode2
Ekar: An Explainable Method for Knowledge Aware RecommendationCode2
A Review of Relational Machine Learning for Knowledge GraphsCode2
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge GraphsCode1
KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language ModelsCode1
TxPert: Leveraging Biochemical Relationships for Out-of-Distribution Transcriptomic Perturbation PredictionCode1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge GraphsCode1
Hyperbolic Contrastive Learning with Model-augmentation for Knowledge-aware RecommendationCode1
ReCDAP: Relation-Based Conditional Diffusion with Attention Pooling for Few-Shot Knowledge Graph CompletionCode1
KG-HTC: Integrating Knowledge Graphs into LLMs for Effective Zero-shot Hierarchical Text ClassificationCode1
KGMEL: Knowledge Graph-Enhanced Multimodal Entity LinkingCode1
Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix FactorizationCode1
Knowledge Bridger: Towards Training-free Missing Modality CompletionCode1
K-Paths: Reasoning over Graph Paths for Drug Repurposing and Drug Interaction PredictionCode1
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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