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 1226–1250 of 2974 papers

TitleStatusHype
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling—0
Fine-tuning Large Enterprise Language Models via Ontological Reasoning—0
Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting—0
Att-KGCN: Tourist Attractions Recommendation System by using Attention mechanism and Knowledge Graph Convolution Network—0
RECAP-KG: Mining Knowledge Graphs from Raw GP Notes for Remote COVID-19 Assessment in Primary Care—0
Query2GMM: Learning Representation with Gaussian Mixture Model for Reasoning over Knowledge Graphs—0
Snowman: A Million-scale Chinese Commonsense Knowledge Graph Distilled from Foundation Model—0
DsMtGCN: A Direction-sensitive Multi-task framework for Knowledge Graph Completion—0
Do as I can, not as I get—0
AUGUST: an Automatic Generation Understudy for Synthesizing Conversational Recommendation Datasets—0
Recognizing Unseen Objects via Multimodal Intensive Knowledge Graph Propagation—0
Unifying Large Language Models and Knowledge Graphs: A Roadmap—0
Noisy Positive-Unlabeled Learning with Self-Training for Speculative Knowledge Graph Reasoning—0
Contextual Dictionary Lookup for Knowledge Graph Completion—0
A Practical Entity Linking System for Tables in Scientific Literature—0
Knowledge Enhanced Multi-Domain Recommendations in an AI Assistant Application—0
Bayesian Knowledge-driven Critiquing with Indirect Evidence—0
SKG: A Versatile Information Retrieval and Analysis Framework for Academic Papers with Semantic Knowledge Graphs—0
A Review on Knowledge Graphs for Healthcare: Resources, Applications, and Promises—0
Leveraging Knowledge Graph Embeddings to Enhance Contextual Representations for Relation Extraction—0
MolFM: A Multimodal Molecular Foundation ModelCode2
Triggering Multi-Hop Reasoning for Question Answering in Language Models using Soft Prompts and Random Walks—0
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 connaissances—0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
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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