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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 851–860 of 2974 papers

Title	Date	Tasks	Status
EnhancE：Enhanced Entity and Relation Embedding for Knowledge Hypergraph Link Prediction	Apr 30, 2023	Knowledge GraphsLink Prediction	—Unverified
CaRe: Open Knowledge Graph Embeddings	Nov 1, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Enhancing Clinical Evidence Recommendation with Multi-Channel Heterogeneous Learning on Evidence Graphs	Apr 3, 2023	Decision MakingKnowledge Graphs	—Unverified
From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems	Oct 1, 2024	Computational EfficiencyData Augmentation	—Unverified
Generative Adversarial Zero-shot Learning via Knowledge Graphs	Apr 7, 2020	Attributeimage-classification	—Unverified
Enhancing Data Integrity through Provenance Tracking in Semantic Web Frameworks	Jan 12, 2025	Knowledge Graphs	—Unverified
Duality-Induced Regularizer for Semantic Matching Knowledge Graph Embeddings	Mar 24, 2022	Entity EmbeddingsKnowledge Graph Embeddings	—Unverified
Enhancing Distractor Generation for Multiple-Choice Questions with Retrieval Augmented Pretraining and Knowledge Graph Integration	Jun 19, 2024	BenchmarkingDistractor Generation	—Unverified
A Fine-Tuning Approach for T5 Using Knowledge Graphs to Address Complex Tasks	Feb 23, 2025	Knowledge Graphs	—Unverified
Dual Graph Embedding for Object-Tag LinkPrediction on the Knowledge Graph	Jul 16, 2020	DecoderEntity Embeddings	—Unverified

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All datasets MARS (Multimodal Analogical Reasoning dataSet)JerichoWorld WikiKG90M-LSC FB15k

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MarT_MKGformer	MRR	0.34	—	Unverified
2	MKGformer	MRR	0.32	—	Unverified
3	MarT_FLAVA	MRR	0.29	—	Unverified
4	ViLBERT	MRR	0.29	—	Unverified
5	IKRL (ANALOGY)	MRR	0.28	—	Unverified
6	IKRL	MRR	0.27	—	Unverified
7	ViLT	MRR	0.26	—	Unverified
8	TransAE	MRR	0.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Worldformer	Set accuracy	39.15	—	Unverified
2	Q*BERT	Set accuracy	32.78	—	Unverified
3	GATA-W	Set accuracy	24.06	—	Unverified
4	Worldformer	Set accuracy	23.22	—	Unverified
5	Seq2Seq	Set accuracy	14.29	—	Unverified
6	Rules	Set accuracy	4.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TransE-Concat	Test MRR	85.48	—	Unverified
2	ComplEx-Concat	Test MRR	0.86	—	Unverified
3	ComplEx-RoBERTa	Test MRR	0.72	—	Unverified
4	TransE-RoBERTa	Test MRR	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COMPLEX	MRR	0.59	—	Unverified