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 2301–2325 of 2974 papers

TitleStatusHype
RAG-based Explainable Prediction of Road Users Behaviors for Automated Driving using Knowledge Graphs and Large Language Models—0
RAG-based Question Answering over Heterogeneous Data and Text—0
RAG-KG-IL: A Multi-Agent Hybrid Framework for Reducing Hallucinations and Enhancing LLM Reasoning through RAG and Incremental Knowledge Graph Learning Integration—0
RAGONITE: Iterative Retrieval on Induced Databases and Verbalized RDF for Conversational QA over KGs with RAG—0
RAG vs. GraphRAG: A Systematic Evaluation and Key Insights—0
Raiders of the Lost Dependency: Fixing Dependency Conflicts in Python using LLMs—0
Weakly-supervised Knowledge Graph Alignment with Adversarial Learning—0
Rail Topology Ontology: A Rail Infrastructure Base Ontology—0
A Survey On Few-shot Knowledge Graph Completion with Structural and Commonsense Knowledge—0
TwiRGCN: Temporally Weighted Graph Convolution for Question Answering over Temporal Knowledge Graphs—0
Two Heads Are Better Than One: Integrating Knowledge from Knowledge Graphs and Large Language Models for Entity Alignment—0
A Survey on Extractive Knowledge Graph Summarization: Applications, Approaches, Evaluation, and Future Directions—0
Rating and aspect-based opinion graph embeddings for explainable recommendations—0
A Comprehensive Framework for Reliable Legal AI: Combining Specialized Expert Systems and Adaptive Refinement—0
A Survey of Embedding Space Alignment Methods for Language and Knowledge Graphs—0
A Survey of Deep Learning and Foundation Models for Time Series Forecasting—0
A Strategy for Implementing description Temporal Dynamic Algorithms in Dynamic Knowledge Graphs by SPIN—0
RDF Knowledge Graph Visualization From a Knowledge Extraction System—0
Type-augmented Relation Prediction in Knowledge Graphs—0
Real-time Spatial Retrieval Augmented Generation for Urban Environments—0
Neural Latent Space Model for Dynamic Networks and Temporal Knowledge Graphs—0
Reasoning BO: Enhancing Bayesian Optimization with Long-Context Reasoning Power of LLMs—0
Reasoning Inconsistencies and How to Mitigate Them in Deep Learning—0
A Cheap and Dirty Cross-Lingual Linking Service in the Cloud—0
A State-transition Framework to Answer Complex Questions over Knowledge Base—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