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 1601–1625 of 2974 papers

TitleStatusHype
Empowering recommender systems using automatically generated Knowledge Graphs and Reinforcement LearningCode0
DebateKG: Automatic Policy Debate Case Creation with Semantic Knowledge GraphsCode0
Digital Twins for Patient Care via Knowledge Graphs and Closed-Form Continuous-Time Liquid Neural Networks—0
VerifAI: Verified Generative AI—0
Structure Guided Multi-modal Pre-trained Transformer for Knowledge Graph Reasoning—0
Power-up! What Can Generative Models Do for Human Computation Workflows?—0
Combating Confirmation Bias: A Unified Pseudo-Labeling Framework for Entity Alignment—0
Concept2Box: Joint Geometric Embeddings for Learning Two-View Knowledge Graphs—0
Knowledge Graph for NLG in the context of conversational agents—0
Iterative Zero-Shot LLM Prompting for Knowledge Graph Construction—0
CollabKG: A Learnable Human-Machine-Cooperative Information Extraction Toolkit for (Event) Knowledge Graph ConstructionCode0
Hierarchical Pretraining for Biomedical Term Embeddings—0
StreamE: Learning to Update Representations for Temporal Knowledge Graphs in Streaming ScenariosCode0
DEKGCI: A double-sided recommendation model for integrating knowledge graph and user-item interaction graphCode0
IERL: Interpretable Ensemble Representation Learning -- Combining CrowdSourced Knowledge and Distributed Semantic Representations—0
Mutually Guided Few-shot Learning for Relational Triple ExtractionCode0
Knowledge-Infused Self Attention Transformers—0
Explainable Representations for Relation Prediction in Knowledge GraphsCode0
A Decade of Scholarly Research on Open Knowledge GraphsCode0
Bidirectional End-to-End Learning of Retriever-Reader Paradigm for Entity LinkingCode0
TuckerDNCaching: high-quality negative sampling with tucker decompositionCode0
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling—0
Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting—0
Fine-tuning Large Enterprise Language Models via Ontological Reasoning—0
Att-KGCN: Tourist Attractions Recommendation System by using Attention mechanism and Knowledge Graph Convolution Network—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