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 626–650 of 2974 papers

TitleStatusHype
Croppable Knowledge Graph Embedding—0
LLMs Plagiarize: Ensuring Responsible Sourcing of Large Language Model Training Data Through Knowledge Graph Comparison—0
Automated Knowledge Graph Learning in Industrial Processes—0
Dynamic Few-Shot Learning for Knowledge Graph Question Answering—0
Adapting Multilingual LLMs to Low-Resource Languages with Knowledge Graphs via AdaptersCode0
Actionable Cyber Threat Intelligence using Knowledge Graphs and Large Language Models—0
Chain-of-Knowledge: Integrating Knowledge Reasoning into Large Language Models by Learning from Knowledge Graphs—0
GraphArena: Benchmarking Large Language Models on Graph Computational ProblemsCode1
TrustUQA: A Trustful Framework for Unified Structured Data Question AnsweringCode0
Adaptive Stochastic Weight AveragingCode0
Multilingual Knowledge Graph Completion from Pretrained Language Models with Knowledge ConstraintsCode0
Sanskrit Knowledge-based Systems: Annotation and Computational Tools—0
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge GraphCode1
Tree-based variational inference for Poisson log-normal modelsCode0
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement LearningCode0
Prompt-Consistency Image Generation (PCIG): A Unified Framework Integrating LLMs, Knowledge Graphs, and Controllable Diffusion ModelsCode0
LLM-Powered Explanations: Unraveling Recommendations Through Subgraph Reasoning—0
A review of feature selection strategies utilizing graph data structures and knowledge graphs—0
Pathformer: Recursive Path Query Encoding for Complex Logical Query Answering—0
Relation Extraction with Fine-Tuned Large Language Models in Retrieval Augmented Generation Frameworks—0
medIKAL: Integrating Knowledge Graphs as Assistants of LLMs for Enhanced Clinical Diagnosis on EMRsCode0
Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge GraphsCode1
Few-shot Knowledge Graph Relational Reasoning via Subgraph AdaptationCode0
Communication-Efficient Federated Knowledge Graph Embedding with Entity-Wise Top-K Sparsification—0
Knowledge Graph-Enhanced Large Language Models via Path SelectionCode1
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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