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 1101–1150 of 2974 papers

TitleStatusHype
CPa-WAC: Constellation Partitioning-based Scalable Weighted Aggregation Composition for Knowledge Graph EmbeddingCode0
Multi-Level Querying using A Knowledge Pyramid—0
eSPARQL: Representing and Reconciling Agnostic and Atheistic Beliefs in RDF-star Knowledge Graphs—0
CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge—0
Prometheus Chatbot: Knowledge Graph Collaborative Large Language Model for Computer Components RecommendationCode0
LoginMEA: Local-to-Global Interaction Network for Multi-modal Entity AlignmentCode0
TopicTag: Automatic Annotation of NMF Topic Models Using Chain of Thought and Prompt Tuning with LLMs—0
What if Red Can Talk? Dynamic Dialogue Generation Using Large Language Models—0
Semantic Communication Enhanced by Knowledge Graph Representation Learning—0
Synergizing Knowledge Graphs with Large Language Models: A Comprehensive Review and Future Prospects—0
Using GPT-4 to guide causal machine learning—0
Knowledge Graph Structure as Prompt: Improving Small Language Models Capabilities for Knowledge-based Causal DiscoveryCode0
Look Globally and Reason: Two-stage Path Reasoning over Sparse Knowledge Graphs—0
An Analysis of Novel Money Laundering Data Using Heterogeneous Graph Isomorphism Networks. FinCEN Files Case StudyCode0
Numerical Literals in Link Prediction: A Critical Examination of Models and DatasetsCode0
Beyond Entity Alignment: Towards Complete Knowledge Graph Alignment via Entity-Relation Synergy—0
Context-aware knowledge graph framework for traffic speed forecasting using graph neural networkCode0
AI-Enhanced 7-Point Checklist for Melanoma Detection Using Clinical Knowledge Graphs and Data-Driven QuantificationCode0
Unsupervised Robust Cross-Lingual Entity Alignment via Neighbor Triple Matching with Entity and Relation TextsCode0
An Ad-hoc graph node vector embedding algorithm for general knowledge graphs using Kinetica-Graph—0
Enhancing Graph Neural Networks with Limited Labeled Data by Actively Distilling Knowledge from Large Language Models—0
HeCiX: Integrating Knowledge Graphs and Large Language Models for Biomedical Research—0
PRAGyan -- Connecting the Dots in Tweets—0
Subgraph-Aware Training of Language Models for Knowledge Graph Completion Using Structure-Aware Contrastive LearningCode0
Mindful-RAG: A Study of Points of Failure in Retrieval Augmented Generation—0
Expanding the Scope: Inductive Knowledge Graph Reasoning with Multi-Starting Progressive PropagationCode0
Generating SROI^- Ontologies via Knowledge Graph Query Embedding LearningCode0
Converging Paradigms: The Synergy of Symbolic and Connectionist AI in LLM-Empowered Autonomous Agents—0
Explaining Graph Neural Networks for Node Similarity on Graphs—0
Combining Knowledge Graphs and Large Language Models—0
Simple and Interpretable Probabilistic Classifiers for Knowledge GraphsCode0
MST5 -- Multilingual Question Answering over Knowledge GraphsCode0
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise QuestionsCode0
Unified Interpretation of Smoothing Methods for Negative Sampling Loss Functions in Knowledge Graph EmbeddingCode0
Heterogeneous Hypergraph Embedding for Recommendation SystemsCode0
Neural Probabilistic Logic Learning for Knowledge Graph Reasoning—0
SF-GNN: Self Filter for Message Lossless Propagation in Deep Graph Neural Network—0
Croppable Knowledge Graph Embedding—0
LLMs Plagiarize: Ensuring Responsible Sourcing of Large Language Model Training Data Through Knowledge Graph Comparison—0
Automated Knowledge Graph Learning in Industrial Processes—0
Dynamic Few-Shot Learning for Knowledge Graph Question Answering—0
Adapting Multilingual LLMs to Low-Resource Languages with Knowledge Graphs via AdaptersCode0
Chain-of-Knowledge: Integrating Knowledge Reasoning into Large Language Models by Learning from Knowledge Graphs—0
Actionable Cyber Threat Intelligence using Knowledge Graphs and Large Language Models—0
Adaptive Stochastic Weight AveragingCode0
TrustUQA: A Trustful Framework for Unified Structured Data Question AnsweringCode0
Multilingual Knowledge Graph Completion from Pretrained Language Models with Knowledge ConstraintsCode0
Sanskrit Knowledge-based Systems: Annotation and Computational Tools—0
Tree-based variational inference for Poisson log-normal modelsCode0
Prompt-Consistency Image Generation (PCIG): A Unified Framework Integrating LLMs, Knowledge Graphs, and Controllable Diffusion ModelsCode0
Show:102550
← PrevPage 23 of 60Next →
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