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 2221–2230 of 2974 papers

Title	Date	Tasks	Status
Pre-training Transformers for Knowledge Graph Completion	Mar 28, 2023	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Pretrain-KGEs: Learning Knowledge Representation from Pretrained Models for Knowledge Graph Embeddings	Dec 1, 2019	Knowledge Graph CompletionKnowledge Graph Embeddings	—Unverified
GraphOracle: A Foundation Model for Knowledge Graph Reasoning	May 16, 2025	Knowledge GraphsRelation	—Unverified
Prior Knowledge for Few-shot Learning—Inductive Reasoning and Distribution Calibration	Jan 17, 2022	Few-Shot LearningKnowledge Graphs	—Unverified
Privacy-Preserving Synthetically Augmented Knowledge Graphs with Semantic Utility	Oct 16, 2024	Knowledge GraphsPrivacy Preserving	—Unverified
Explain What You Mean: Intent Augmented Knowledge Graph Recommender Built With An LLM	May 16, 2025	Knowledge GraphsLarge Language Model	—Unverified
A Constraint-based Recommender System via RDF Knowledge Graphs	Jul 20, 2023	Knowledge GraphsRecommendation Systems	—Unverified
Probabilistic Embedding of Knowledge Graphs with Box Lattice Measures	May 17, 2018	Inductive BiasKnowledge Graphs	—Unverified
A tensorized logic programming language for large-scale data	Jan 20, 2019	Knowledge Graphs	—Unverified
Probabilistic Knowledge Graph Embeddings	Sep 27, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	—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