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 1126–1150 of 2974 papers

TitleStatusHype
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
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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