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 701–750 of 2974 papers

TitleStatusHype
Evaluation Dataset and Methodology for Extracting Application-Specific Taxonomies from the Wikipedia Knowledge Graph—0
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion—0
CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning—0
A High Precision Pipeline for Financial Knowledge Graph Construction—0
Evaluating LLM -- Generated Multimodal Diagnosis from Medical Images and Symptom Analysis—0
Causal knowledge graph analysis identifies adverse drug effects—0
CausalKG: Causal Knowledge Graph Explainability using interventional and counterfactual reasoning—0
GraphOracle: A Foundation Model for Knowledge Graph Reasoning—0
Causal Inference in Finance: An Expertise-Driven Model for Instrument Variables Identification and Interpretation—0
Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness—0
Evaluating the Effectiveness of Artificial Intelligence in Predicting Adverse Drug Reactions among Cancer Patients: A Systematic Review and Meta-Analysis—0
A RAG Approach for Generating Competency Questions in Ontology Engineering—0
ER-RAG: Enhance RAG with ER-Based Unified Modeling of Heterogeneous Data Sources—0
Explain What You Mean: Intent Augmented Knowledge Graph Recommender Built With An LLM—0
Guiding Graph Embeddings using Path-Ranking Methods for Error Detection innoisy Knowledge Graphs—0
Causal Claims in Economics—0
CaRe: Open Knowledge Graph Embeddings—0
A Probit Tensor Factorization Model For Relational Learning—0
A Probabilistic-Logic based Commonsense Representation Framework for Modelling Inferences with Multiple Antecedents and Varying Likelihoods—0
Cardinality Estimation on Hyper-relational Knowledge Graphs—0
NagE: Non-Abelian Group Embedding for Knowledge Graphs—0
DERA: Dense Entity Retrieval for Entity Alignment in Knowledge Graphs—0
Fact-Checking Generative AI: Ontology-Driven Biological Graphs for Disease-Gene Link Verification—0
Carbon Figures of Merit Knowledge Creation with a Hybrid Solution and Carbon Tables API—0
Capturing Knowledge Graphs and Rules with Octagon Embeddings—0
A Practice of Tourism Knowledge Graph Construction based on Heterogeneous Information—0
Capturing and Anticipating User Intents in Data Analytics via Knowledge Graphs—0
CAPD: A Context-Aware, Policy-Driven Framework for Secure and Resilient IoBT Operations—0
A Practical Entity Linking System for Tables in Scientific Literature—0
A Graph-to-Text Approach to Knowledge-Grounded Response Generation in Human-Robot Interaction—0
Can LLMs Support Medical Knowledge Imputation? An Evaluation-Based Perspective—0
Approximate Knowledge Graph Query Answering: From Ranking to Binary Classification—0
Can Language Models Capture Graph Semantics? From Graphs to Language Model and Vice-Versa—0
Approximate Answering of Graph Queries—0
A Graph-Based Synthetic Data Pipeline for Scaling High-Quality Reasoning Instructions—0
A Cheap and Dirty Cross-Lingual Linking Service in the Cloud—0
Estimating Node Importance in Knowledge Graphs Using Graph Neural Networks—0
EventKE: Event-Enhanced Knowledge Graph Embedding—0
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey—0
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study over Open-ended Question Answering—0
Applying Personal Knowledge Graphs to Health—0
AGI for Agriculture—0
AceMap: Knowledge Discovery through Academic Graph—0
Entity Type Prediction in Knowledge Graphs using Embeddings—0
CADReN: Contextual Anchor-Driven Relational Network for Controllable Cross-Graphs Node Importance Estimation—0
Applications of Large Models in Medicine—0
Building Trust in Conversational AI: A Comprehensive Review and Solution Architecture for Explainable, Privacy-Aware Systems using LLMs and Knowledge Graph—0
AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data—0
Entity Profiling in Knowledge Graphs—0
Entity Type Prediction Leveraging Graph Walks and Entity Descriptions—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