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 1251–1275 of 2974 papers

TitleStatusHype
How to Build an AI Tutor That Can Adapt to Any Course Using Knowledge Graph-Enhanced Retrieval-Augmented Generation (KG-RAG)—0
Dangling-Aware Entity Alignment with Mixed High-Order Proximities—0
How to Mitigate Information Loss in Knowledge Graphs for GraphRAG: Leveraging Triple Context Restoration and Query-Driven Feedback—0
Iterative Zero-Shot LLM Prompting for Knowledge Graph Construction—0
Harnessing the Web and Knowledge Graphs for Automated Impact Investing Scoring—0
Automated assessment of knowledge hierarchy evolution: comparing directed acyclic graphs—0
Cross-Data Knowledge Graph Construction for LLM-enabled Educational Question-Answering System: A Case Study at HCMUT—0
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction—0
Epistemic Graph: A Plug-And-Play Module For Hybrid Representation Learning—0
Hybrid-SQuAD: Hybrid Scholarly Question Answering Dataset—0
Harnessing Generative LLMs for Enhanced Financial Event Entity Extraction Performance—0
HyConvE: A Novel Embedding Model for Knowledge Hypergraph Link Prediction with Convolutional Neural Networks—0
Croppable Knowledge Graph Embedding—0
Integrating Knowledge Graphs and Bayesian Networks: A Hybrid Approach for Explainable Disease Risk Prediction—0
Hyperbolic Graph Representation Learning: A Tutorial—0
DBee: A Database for Creating and Managing Knowledge Graphs and Embeddings—0
Hyperbolic Hierarchy-Aware Knowledge Graph Embedding for Link Prediction—0
Hyperbolic Residual Quantization: Discrete Representations for Data with Latent Hierarchies—0
Hardware Acceleration for Knowledge Graph Processing: Challenges & Recent Developments—0
HapPenIng: Happen, Predict, Infer -- Event Series Completion in a Knowledge Graph—0
CRFR: Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs—0
An Automatic Ontology Generation Framework with An Organizational Perspective—0
Debate Dynamics for Human-comprehensible Fact-checking on Knowledge Graphs—0
Integrating 3D City Data through Knowledge Graphs—0
Integrating Graph Contextualized Knowledge into Pre-trained Language Models—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