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

Showing 12011250 of 2974 papers

TitleStatusHype
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 Networks0
Structure Guided Multi-modal Pre-trained Transformer for Knowledge Graph Reasoning0
VerifAI: Verified Generative AI0
Combating Confirmation Bias: A Unified Pseudo-Labeling Framework for Entity Alignment0
Power-up! What Can Generative Models Do for Human Computation Workflows?0
Knowledge Graph for NLG in the context of conversational agents0
Concept2Box: Joint Geometric Embeddings for Learning Two-View Knowledge Graphs0
CollabKG: A Learnable Human-Machine-Cooperative Information Extraction Toolkit for (Event) Knowledge Graph ConstructionCode0
Iterative Zero-Shot LLM Prompting for Knowledge Graph Construction0
StreamE: Learning to Update Representations for Temporal Knowledge Graphs in Streaming ScenariosCode0
Hierarchical Pretraining for Biomedical Term Embeddings0
Chatlaw: A Multi-Agent Collaborative Legal Assistant with Knowledge Graph Enhanced Mixture-of-Experts Large Language ModelCode5
Towards Few-shot Inductive Link Prediction on Knowledge Graphs: A Relational Anonymous Walk-guided Neural Process ApproachCode1
TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation RotationCode1
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 Representations0
Knowledge-Infused Self Attention Transformers0
Mutually Guided Few-shot Learning for Relational Triple ExtractionCode0
Explainable Representations for Relation Prediction in Knowledge GraphsCode0
Otter-Knowledge: benchmarks of multimodal knowledge graph representation learning from different sources for drug discoveryCode1
A Decade of Scholarly Research on Open Knowledge GraphsCode0
Bidirectional End-to-End Learning of Retriever-Reader Paradigm for Entity LinkingCode0
UUKG: Unified Urban Knowledge Graph Dataset for Urban Spatiotemporal PredictionCode1
TuckerDNCaching: high-quality negative sampling with tucker decompositionCode0
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling0
Fine-tuning Large Enterprise Language Models via Ontological Reasoning0
Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting0
Att-KGCN: Tourist Attractions Recommendation System by using Attention mechanism and Knowledge Graph Convolution Network0
RECAP-KG: Mining Knowledge Graphs from Raw GP Notes for Remote COVID-19 Assessment in Primary Care0
Query2GMM: Learning Representation with Gaussian Mixture Model for Reasoning over Knowledge Graphs0
Snowman: A Million-scale Chinese Commonsense Knowledge Graph Distilled from Foundation Model0
DsMtGCN: A Direction-sensitive Multi-task framework for Knowledge Graph Completion0
Do as I can, not as I get0
AUGUST: an Automatic Generation Understudy for Synthesizing Conversational Recommendation Datasets0
Recognizing Unseen Objects via Multimodal Intensive Knowledge Graph Propagation0
Unifying Large Language Models and Knowledge Graphs: A Roadmap0
Noisy Positive-Unlabeled Learning with Self-Training for Speculative Knowledge Graph Reasoning0
Contextual Dictionary Lookup for Knowledge Graph Completion0
A Practical Entity Linking System for Tables in Scientific Literature0
Knowledge Enhanced Multi-Domain Recommendations in an AI Assistant Application0
Bayesian Knowledge-driven Critiquing with Indirect Evidence0
SKG: A Versatile Information Retrieval and Analysis Framework for Academic Papers with Semantic Knowledge Graphs0
A Review on Knowledge Graphs for Healthcare: Resources, Applications, and Promises0
Leveraging Knowledge Graph Embeddings to Enhance Contextual Representations for Relation Extraction0
MolFM: A Multimodal Molecular Foundation ModelCode2
Triggering Multi-Hop Reasoning for Question Answering in Language Models using Soft Prompts and Random Walks0
BioBLP: A Modular Framework for Learning on Multimodal Biomedical Knowledge GraphsCode1
Construction d'un système de recommandation basé sur des contraintes via des graphes de connaissances0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified