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 2881–2890 of 2974 papers

Title	Date	Tasks	Status
Graph Reasoning for Explainable Cold Start Recommendation	Jun 11, 2024	Entity EmbeddingsKnowledge Graphs	—Unverified
Graph Reasoning for Question Answering with Triplet Retrieval	May 30, 2023	Knowledge GraphsQuestion Answering	—Unverified
DBee: A Database for Creating and Managing Knowledge Graphs and Embeddings	Nov 1, 2019	Knowledge Graphs	—Unverified
Data Science with Vadalog: Bridging Machine Learning and Reasoning	Jul 23, 2018	BIG-bench Machine LearningKnowledge Graphs	—Unverified
Graph-to-Vision: Multi-graph Understanding and Reasoning using Vision-Language Models	Mar 27, 2025	Graph LearningKnowledge Graphs	—Unverified
Graph Transformer	May 1, 2019	Few-Shot LearningGeneral Classification	—Unverified
Data Exploration and Validation on dense knowledge graphs for biomedical research	Dec 8, 2019	Knowledge GraphsTime Series	—Unverified
Data Augmentation for Few-Shot Knowledge Graph Completion from Hierarchical Perspective	Oct 1, 2022	Data AugmentationKnowledge Graph Completion	—Unverified
Graph vs. Sequence: An Empirical Study on Knowledge Forms for Knowledge-Grounded Dialogue	Dec 13, 2023	Knowledge GraphsModel Selection	—Unverified
A Multimodal Translation-Based Approach for Knowledge Graph Representation Learning	Jun 1, 2018	Graph Representation LearningInformation Retrieval	—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