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
Managing FAIR Knowledge Graphs as Polyglot Data End Points: A Benchmark based on the rdf2pg Framework and Plant Biology DataCode2
Morph-KGC: Scalable knowledge graph materialization with mapping partitionsCode2
NeuralKG: An Open Source Library for Diverse Representation Learning of Knowledge GraphsCode2
The KEEN Universe: An Ecosystem for Knowledge Graph Embeddings with a Focus on Reproducibility and TransferabilityCode2
KST-GCN: A Knowledge-Driven Spatial-Temporal Graph Convolutional Network for Traffic ForecastingCode2
Knowledge GraphsCode2
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and OpportunitiesCode2
KG-Rank: Enhancing Large Language Models for Medical QA with Knowledge Graphs and Ranking TechniquesCode2
Biomedical knowledge graph-optimized prompt generation for large language modelsCode2
Open Graph Benchmark: Datasets for Machine Learning on GraphsCode2
KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph CompletionCode2
LLM-based SPARQL Query Generation from Natural Language over Federated Knowledge GraphsCode2
NeuralKG-ind: A Python Library for Inductive Knowledge Graph Representation LearningCode2
Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph CompletionCode2
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Augmented by ChatGPTCode2
GreaseLM: Graph REASoning Enhanced Language Models for Question AnsweringCode2
Graph Foundation Models: A Comprehensive SurveyCode2
Graph Language ModelsCode2
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Dataset Augmented by ChatGPTCode2
FinDKG: Dynamic Knowledge Graphs with Large Language Models for Detecting Global Trends in Financial MarketsCode2
Efficient and Effective SPARQL Autocompletion on Very Large Knowledge GraphsCode2
Ekar: An Explainable Method for Knowledge Aware RecommendationCode2
Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question AnsweringCode2
DARWIN Series: Domain Specific Large Language Models for Natural ScienceCode2
Deep Bidirectional Language-Knowledge Graph PretrainingCode2
A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context ReasoningCode2
ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity AlignmentCode2
A Review of Relational Machine Learning for Knowledge GraphsCode2
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge GraphsCode2
A Survey on Knowledge Graphs: Representation, Acquisition and ApplicationsCode2
KET-RAG: A Cost-Efficient Multi-Granular Indexing Framework for Graph-RAGCode2
Assessing SPARQL capabilities of Large Language ModelsCode2
PyGraft: Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your FingertipsCode2
Knowledge Graph-Guided Retrieval Augmented GenerationCode2
An Open-Source Knowledge Graph Ecosystem for the Life SciencesCode2
DISC-MedLLM: Bridging General Large Language Models and Real-World Medical ConsultationCode2
LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future OpportunitiesCode2
KARMA: Leveraging Multi-Agent LLMs for Automated Knowledge Graph EnrichmentCode2
One for All: Towards Training One Graph Model for All Classification TasksCode2
Acquiring and Modelling Abstract Commonsense Knowledge via ConceptualizationCode1
Communicative Message Passing for Inductive Relation ReasoningCode1
Fine-tuned LLMs Know More, Hallucinate Less with Few-Shot Sequence-to-Sequence Semantic Parsing over WikidataCode1
ComFact: A Benchmark for Linking Contextual Commonsense KnowledgeCode1
COMET-ATOMIC 2020: On Symbolic and Neural Commonsense Knowledge GraphsCode1
Common Sense Enhanced Knowledge-based Recommendation with Large Language ModelCode1
Complex Logical Reasoning over Knowledge Graphs using Large Language ModelsCode1
CODER: Knowledge infused cross-lingual medical term embedding for term normalizationCode1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge GraphsCode1
CoDEx: A Comprehensive Knowledge Graph Completion BenchmarkCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
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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