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 601–625 of 2974 papers

TitleStatusHype
Complexity of Arithmetic in Warded Datalog+-—0
Complex and Holographic Embeddings of Knowledge Graphs: A Comparison—0
Comparison of Metadata Representation Models for Knowledge Graph Embeddings—0
Assessing the Utility of Large Language Models for Phenotype-Driven Gene Prioritization in Rare Genetic Disorder Diagnosis—0
Company Competition Graph—0
Compact Lexicon Selection with Spectral Methods—0
Structured Graph Representations for Visual Narrative Reasoning: A Hierarchical Framework for Comics—0
Edge: Enriching Knowledge Graph Embeddings with External Text—0
Easy-to-Hard: Leveraging Simple Questions for Complex Question Generation—0
Communication-Efficient Federated Knowledge Graph Embedding with Entity-Wise Top-K Sparsification—0
Commonsense Reasoning with Implicit Knowledge in Natural Language—0
A cooperative game for automated learning of elasto-plasticity knowledge graphs and models with AI-guided experimentation—0
Edge-Enabled Anomaly Detection and Information Completion for Social Network Knowledge Graphs—0
Effective Instruction Parsing Plugin for Complex Logical Query Answering on Knowledge Graphs—0
Multi-Level Querying using A Knowledge Pyramid—0
Automating construction contract review using knowledge graph-enhanced large language models—0
Dynamic Multi-Domain Knowledge Networks for Chest X-ray Report Generation—0
A Simplifying and Learnable Graph Convolutional Attention Network for Unsupervised Knowledge Graphs Alignment—0
A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion—0
Dynamic Knowledge Graphs as Semantic Memory Model for Industrial Robots—0
Combining pre-trained language models and structured knowledge—0
A Continual Relation Extraction Approach for Knowledge Graph Completeness—0
Dynamic Knowledge Selector and Evaluator for recommendation with Knowledge Graph—0
Combining LLMs and Knowledge Graphs to Reduce Hallucinations in Question Answering—0
Combining knowledge graphs and LLMs for hazardous chemical information management and reuse—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