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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 851–900 of 2974 papers

TitleStatusHype
Topic-Aware Knowledge Graph with Large Language Models for Interoperability in Recommender Systems—0
Hawkes based Representation Learning for Reasoning over Scale-free Community-structured Temporal Knowledge GraphsCode0
From Hallucinations to Facts: Enhancing Language Models with Curated Knowledge Graphs—0
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
Advances in Machine Learning Research Using Knowledge Graphs—0
A Dual-Perspective Metaphor Detection Framework Using Large Language ModelsCode0
Markov Process-Based Graph Convolutional Networks for Entity Classification in Knowledge GraphsCode0
Semantic Web: Past, Present, and FutureCode0
GraphAgent: Agentic Graph Language AssistantCode0
CognTKE: A Cognitive Temporal Knowledge Extrapolation FrameworkCode0
STKDRec: Spatial-Temporal Knowledge Distillation for Takeaway RecommendationCode0
Logical Consistency of Large Language Models in Fact-checking—0
Extending TWIG: Zero-Shot Predictive Hyperparameter Selection for KGEs based on Graph Structure—0
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval—0
Knowledge Graphs: The Future of Data Integration and Insightful Discovery—0
Auto-Cypher: Improving LLMs on Cypher generation via LLM-supervised generation-verification framework—0
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
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
Generating Knowledge Graphs from Large Language Models: A Comparative Study of GPT-4, LLaMA 2, and BERT—0
Fine-grained graph representation learning for heterogeneous mobile networks with attentive fusion and contrastive learning—0
RAG-based Question Answering over Heterogeneous Data and Text—0
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
Improving data sharing and knowledge transfer via the Neuroelectrophysiology Analysis Ontology (NEAO)—0
LLM-Align: Utilizing Large Language Models for Entity Alignment in Knowledge Graphs—0
eXpath: Explaining Knowledge Graph Link Prediction with Ontological Closed Path RulesCode0
Unifying Dual-Space Embedding for Entity Alignment via Contrastive LearningCode0
Anomaly Detection and Classification in Knowledge Graphs—0
A*Net and NBFNet Learn Negative Patterns on Knowledge Graphs—0
Knowledge Graphs are all you need: Leveraging KGs in Physics Question Answering—0
Ranking Narrative Query Graphs for Biomedical Document Retrieval (Technical Report)Code0
KaLM: Knowledge-aligned Autoregressive Language Modeling via Dual-view Knowledge Graph Contrastive Learning—0
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
Learning Semantic Association Rules from Internet of Things DataCode0
Hybrid-SQuAD: Hybrid Scholarly Question Answering Dataset—0
Knowledge-Enhanced Conversational Recommendation via Transformer-based Sequential Modelling—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