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 126–150 of 2974 papers

TitleStatusHype
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