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 851–875 of 2974 papers

TitleStatusHype
EnhancE：Enhanced Entity and Relation Embedding for Knowledge Hypergraph Link Prediction—0
CaRe: Open Knowledge Graph Embeddings—0
Enhancing Clinical Evidence Recommendation with Multi-Channel Heterogeneous Learning on Evidence Graphs—0
Duplicate Detection as a Service—0
Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models—0
Enhancing Data Integrity through Provenance Tracking in Semantic Web Frameworks—0
Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs—0
Enhancing Distractor Generation for Multiple-Choice Questions with Retrieval Augmented Pretraining and Knowledge Graph Integration—0
FeedLens: Polymorphic Lenses for Personalizing Exploratory Search over Knowledge Graphs—0
Few-Shot Knowledge Graph Completion with Data Fusion and Augmentation—0
Enhancing Emergency Decision-making with Knowledge Graphs and Large Language Models—0
Fine-tuning Large Enterprise Language Models via Ontological Reasoning—0
From Data to City Indicators: A Knowledge Graph for Supporting Automatic Generation of Dashboards—0
Enhancing Knowledge Graph Completion with GNN Distillation and Probabilistic Interaction Modeling—0
GEAR-Up: Generative AI and External Knowledge-based Retrieval Upgrading Scholarly Article Searches for Systematic Reviews—0
Getting from Generative AI to Trustworthy AI: What LLMs might learn from Cyc—0
CausalKG: Causal Knowledge Graph Explainability using interventional and counterfactual reasoning—0
Enhancing Large Language Models (LLMs) for Telecommunications using Knowledge Graphs and Retrieval-Augmented Generation—0
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering—0
Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering—0
Duality-Induced Regularizer for Semantic Matching Knowledge Graph Embeddings—0
A Fine-Tuning Approach for T5 Using Knowledge Graphs to Address Complex Tasks—0
Dual Graph Embedding for Object-Tag LinkPrediction on the Knowledge Graph—0
Enhancing Patent Retrieval using Text and Knowledge Graph Embeddings: A Technical Note—0
BIOS: An Algorithmically Generated Biomedical Knowledge Graph—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