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 301–350 of 2974 papers

TitleStatusHype
RAGONITE: Iterative Retrieval on Induced Databases and Verbalized RDF for Conversational QA over KGs with RAG—0
APEX^2: Adaptive and Extreme Summarization for Personalized Knowledge GraphsCode0
Markov Process-Based Graph Convolutional Networks for Entity Classification in Knowledge GraphsCode0
Advances in Machine Learning Research Using Knowledge Graphs—0
GraphAgent: Agentic Graph Language AssistantCode0
Semantic Web: Past, Present, and FutureCode0
STKDRec: Spatial-Temporal Knowledge Distillation for Takeaway RecommendationCode0
CognTKE: A Cognitive Temporal Knowledge Extrapolation FrameworkCode0
Logical Consistency of Large Language Models in Fact-checking—0
S^2DN: Learning to Denoise Unconvincing Knowledge for Inductive Knowledge Graph CompletionCode1
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval—0
Extending TWIG: Zero-Shot Predictive Hyperparameter Selection for KGEs based on Graph Structure—0
Generating Long-form Story Using Dynamic Hierarchical Outlining with Memory-EnhancementCode1
Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language ModelsCode1
Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question AnsweringCode1
Knowledge Graphs: The Future of Data Integration and Insightful Discovery—0
SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented GenerationCode2
LLM is Knowledge Graph Reasoner: LLM's Intuition-aware Knowledge Graph Reasoning for Cold-start Sequential Recommendation—0
From An LLM Swarm To A PDDL-Empowered HIVE: Planning Self-Executed Instructions In A Multi-Modal Jungle—0
Auto-Cypher: Improving LLMs on Cypher generation via LLM-supervised generation-verification framework—0
Intention Knowledge Graph Construction for User Intention Relation Modeling—0
How Can LLMs and Knowledge Graphs Contribute to Robot Safety? A Few-Shot Learning Approach—0
A Contextualized BERT model for Knowledge Graph Completion—0
Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data—0
Text2Cypher: Bridging Natural Language and Graph Databases—0
A Survey on Knowledge Graph Structure and Knowledge Graph Embeddings—0
A Graph-Based Synthetic Data Pipeline for Scaling High-Quality Reasoning Instructions—0
In-Context Learning with Topological Information for Knowledge Graph Completion—0
VEL: A Formally Verified Reasoner for OWL2 EL Profile—0
Combining knowledge graphs and LLMs for hazardous chemical information management and reuse—0
Fine-grained graph representation learning for heterogeneous mobile networks with attentive fusion and contrastive learning—0
Generating Knowledge Graphs from Large Language Models: A Comparative Study of GPT-4, LLaMA 2, and BERT—0
RAG-based Question Answering over Heterogeneous Data and Text—0
Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge GraphsCode1
KITE-DDI: A Knowledge graph Integrated Transformer Model for accurately predicting Drug-Drug Interaction Events from Drug SMILES and Biomedical Knowledge Graph—0
Accelerating Manufacturing Scale-Up from Material Discovery Using Agentic Web Navigation and Retrieval-Augmented AI for Process Engineering Schematics Design—0
Automated Extraction and Creation of FBS Design Reasoning Knowledge Graphs from Structured Data in Product Catalogues Lacking Contextual Information—0
Ranking Narrative Query Graphs for Biomedical Document Retrieval (Technical Report)Code0
Knowledge Graphs are all you need: Leveraging KGs in Physics Question Answering—0
Improving data sharing and knowledge transfer via the Neuroelectrophysiology Analysis Ontology (NEAO)—0
Unifying Dual-Space Embedding for Entity Alignment via Contrastive LearningCode0
KaLM: Knowledge-aligned Autoregressive Language Modeling via Dual-view Knowledge Graph Contrastive Learning—0
Anomaly Detection and Classification in Knowledge Graphs—0
LLM-Align: Utilizing Large Language Models for Entity Alignment in Knowledge Graphs—0
A*Net and NBFNet Learn Negative Patterns on Knowledge Graphs—0
eXpath: Explaining Knowledge Graph Link Prediction with Ontological Closed Path RulesCode0
Retrieval-Augmented Machine Translation with Unstructured KnowledgeCode1
How Good is ChatGPT in Giving Adaptive Guidance Using Knowledge Graphs in E-Learning Environments?—0
Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering—0
Enhancing Supply Chain Visibility with Generative AI: An Exploratory Case Study on Relationship Prediction in Knowledge Graphs—0
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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