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

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Showing 151–175 of 2974 papers

TitleStatusHype
Knowledge Graph Completion with Mixed Geometry Tensor FactorizationCode0
Improving Harmful Text Detection with Joint Retrieval and External Knowledge—0
Reasoning Inconsistencies and How to Mitigate Them in Deep Learning—0
PolyG: Effective and Efficient GraphRAG with Adaptive Graph Traversal—0
Embedding Method for Knowledge Graph with Densely Defined Ontology—0
MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge GraphsCode3
Enhancing Large Language Models (LLMs) for Telecommunications using Knowledge Graphs and Retrieval-Augmented Generation—0
Question-Aware Knowledge Graph Prompting for Enhancing Large Language ModelsCode0
A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support—0
Can LLMs Support Medical Knowledge Imputation? An Evaluation-Based Perspective—0
Enhancing Knowledge Graph Completion with Entity Neighborhood and Relation Context—0
Reasoning of Large Language Models over Knowledge Graphs with Super-RelationsCode0
Graph-to-Vision: Multi-graph Understanding and Reasoning using Vision-Language Models—0
Knowledge Graphs as World Models for Semantic Material-Aware Obstacle Handling in Autonomous Vehicles—0
DEMENTIA-PLAN: An Agent-Based Framework for Multi-Knowledge Graph Retrieval-Augmented Generation in Dementia Care—0
Inductive Link Prediction on N-ary Relational Facts via Semantic Hypergraph ReasoningCode0
Multi-dataset and Transfer Learning Using Gene Expression Knowledge GraphsCode0
Comparison of Metadata Representation Models for Knowledge Graph Embeddings—0
SE-GNN: Seed Expanded-Aware Graph Neural Network with Iterative Optimization for Semi-supervised Entity Alignment—0
Knowledge Graph Enhanced Generative Multi-modal Models for Class-Incremental Learning—0
Predicting the Road Ahead: A Knowledge Graph based Foundation Model for Scene Understanding in Autonomous Driving—0
SLIDE: Sliding Localized Information for Document Extraction—0
FactSelfCheck: Fact-Level Black-Box Hallucination Detection for LLMs—0
Accelerating Antibiotic Discovery with Large Language Models and Knowledge Graphs—0
MKG-Rank: Enhancing Large Language Models with Knowledge Graph for Multilingual Medical Question Answering—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