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 101–150 of 2974 papers

TitleStatusHype
R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge GraphsCode1
Harnessing Diverse Perspectives: A Multi-Agent Framework for Enhanced Error Detection in Knowledge GraphsCode1
Diffusion-based Hierarchical Negative Sampling for Multimodal Knowledge Graph CompletionCode1
Knowledge Graph-based Retrieval-Augmented Generation for Schema MatchingCode1
Leveraging Large Language Models as Knowledge-Driven Agents for Reliable Retrosynthesis PlanningCode1
RecKG: Knowledge Graph for Recommender SystemsCode1
Personalized Graph-Based Retrieval for Large Language ModelsCode1
Multimodal Contrastive Representation Learning in Augmented Biomedical Knowledge GraphsCode1
Language-Guided Audio-Visual Learning for Long-Term Sports AssessmentCode1
Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-AugmentationCode1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM EraCode1
S^2DN: Learning to Denoise Unconvincing Knowledge for Inductive Knowledge Graph CompletionCode1
Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question AnsweringCode1
Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language ModelsCode1
Generating Long-form Story Using Dynamic Hierarchical Outlining with Memory-EnhancementCode1
Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge GraphsCode1
Retrieval-Augmented Machine Translation with Unstructured KnowledgeCode1
Can LLMs be Good Graph Judge for Knowledge Graph Construction?Code1
Graphusion: A RAG Framework for Knowledge Graph Construction with a Global PerspectiveCode1
Paths-over-Graph: Knowledge Graph Empowered Large Language Model ReasoningCode1
Tree of Attributes Prompt Learning for Vision-Language ModelsCode1
Less is More: Making Smaller Language Models Competent Subgraph Retrievers for Multi-hop KGQACode1
Enhancing High-order Interaction Awareness in LLM-based Recommender ModelCode1
Ontology-Free General-Domain Knowledge Graph-to-Text Generation Dataset Synthesis using Large Language ModelCode1
OneEdit: A Neural-Symbolic Collaboratively Knowledge Editing SystemCode1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
Uncovering Knowledge Gaps in Radiology Report Generation Models through Knowledge GraphsCode1
HRGraph: Leveraging LLMs for HR Data Knowledge Graphs with Information Propagation-based Job RecommendationCode1
Simple but Effective Compound Geometric Operations for Temporal Knowledge Graph CompletionCode1
Learning Rule-Induced Subgraph Representations for Inductive Relation PredictionCode1
Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-ExplorationCode1
Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge GraphsCode1
GOProteinGNN: Leveraging Protein Knowledge Graphs for Protein Representation LearningCode1
A Scalable Tool For Analyzing Genomic Variants Of Humans Using Knowledge Graphs and Machine LearningCode1
IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity AlignmentCode1
AutoRDF2GML: Facilitating RDF Integration in Graph Machine LearningCode1
Progressively Modality Freezing for Multi-Modal Entity AlignmentCode1
Graphusion: Leveraging Large Language Models for Scientific Knowledge Graph Fusion and Construction in NLP EducationCode1
Fast and Continual Knowledge Graph Embedding via Incremental LoRACode1
MedPix 2.0: A Comprehensive Multimodal Biomedical Data set for Advanced AI ApplicationsCode1
GraphArena: Benchmarking Large Language Models on Graph Computational ProblemsCode1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge GraphCode1
Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge GraphsCode1
Knowledge Graph-Enhanced Large Language Models via Path SelectionCode1
Wiki Entity Summarization BenchmarkCode1
Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation LearningCode1
Interesting Scientific Idea Generation using Knowledge Graphs and LLMs: Evaluations with 100 Research Group LeadersCode1
Knowledge Graph Reasoning with Self-supervised Reinforcement LearningCode1
Generalizing Knowledge Graph Embedding with Universal Orthogonal ParameterizationCode1
PAC-Bayesian Generalization Bounds for Knowledge Graph Representation LearningCode1
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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