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 1461–1470 of 2974 papers

Title	Date	Tasks	Status
Graph-to-Vision: Multi-graph Understanding and Reasoning using Vision-Language Models	Mar 27, 2025	Graph LearningKnowledge Graphs	—Unverified
CoSe-Co: Text Conditioned Generative CommonSense Contextualizer	Jun 12, 2022	ARCKnowledge Graphs	—Unverified
CoSe-Co: Sentence Conditioned Generative CommonSense Contextualizer for Language Models	Sep 3, 2021	ARCKnowledge Graphs	—Unverified
Attribute-Consistent Knowledge Graph Representation Learning for Multi-Modal Entity Alignment	Apr 4, 2023	AttributeEntity Alignment	—Unverified
KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph	Feb 17, 2024	Knowledge Graphs	—Unverified
Graph Reasoning for Question Answering with Triplet Retrieval	May 30, 2023	Knowledge GraphsQuestion Answering	—Unverified
Do as I can, not as I get	Jun 17, 2023	Knowledge GraphsMulti-modal Knowledge Graph	—Unverified
KGBoost: A Classification-based Knowledge Base Completion Method with Negative Sampling	Dec 17, 2021	Binary ClassificationKnowledge Base Completion	—Unverified
Graph Reasoning for Explainable Cold Start Recommendation	Jun 11, 2024	Entity EmbeddingsKnowledge Graphs	—Unverified
Hierarchical Attentive Knowledge Graph Embedding for Personalized Recommendation	Oct 18, 2019	Graph EmbeddingGraph Neural Network	—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