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 1301–1325 of 2974 papers

TitleStatusHype
Communication-Efficient Federated Knowledge Graph Embedding with Entity-Wise Top-K Sparsification—0
Commonsense Reasoning with Implicit Knowledge in Natural Language—0
Assessing the Utility of Large Language Models for Phenotype-Driven Gene Prioritization in Rare Genetic Disorder Diagnosis—0
A cooperative game for automated learning of elasto-plasticity knowledge graphs and models with AI-guided experimentation—0
Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based Results—0
Extracting Conceptual Knowledge from Natural Language Text Using Maximum Likelihood Principle—0
EXTRACT: Explainable Transparent Control of Bias in Embeddings—0
Extending TWIG: Zero-Shot Predictive Hyperparameter Selection for KGEs based on Graph Structure—0
A Simplifying and Learnable Graph Convolutional Attention Network for Unsupervised Knowledge Graphs Alignment—0
Automating construction contract review using knowledge graph-enhanced large language models—0
Exploring the Suitability of Semantic Spaces as Word Association Models for the Extraction of Semantic Relationships—0
Exploring the Limits of Historical Information for Temporal Knowledge Graph Extrapolation—0
Exploring the Limits of Few-Shot Link Prediction in Knowledge Graphs—0
Exploring Naive Bayes Classifiers for Tabular Data to Knowledge Graph Matching—0
Combining pre-trained language models and structured knowledge—0
A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion—0
A Continual Relation Extraction Approach for Knowledge Graph Completeness—0
Exploring knowledge graph-based neural-symbolic system from application perspective—0
Exploring In-Context Learning Capabilities of Foundation Models for Generating Knowledge Graphs from Text—0
Combining LLMs and Knowledge Graphs to Reduce Hallucinations in Question Answering—0
Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window Analysis—0
Explore then Determine: A GNN-LLM Synergy Framework for Reasoning over Knowledge Graph—0
Combining knowledge graphs and LLMs for hazardous chemical information management and reuse—0
A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion—0
Exploratory Neural Relation Classification for Domain Knowledge Acquisition—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