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 1581–1590 of 2974 papers

Title	Date	Tasks	Status
Knowledge Graph Embedding via Graph Attenuated Attention Networks	Dec 31, 2019	Graph EmbeddingKnowledge Base Completion	—Unverified
Knowledge Graph Embedding with Hierarchical Relation Structure	Oct 1, 2018	Graph EmbeddingInformation Retrieval	—Unverified
Temporal Knowledge Graph Completion with Approximated Gaussian Process Embedding	Oct 1, 2022	Gaussian ProcessesKnowledge Graph Completion	—Unverified
Complex Question Answering on knowledge graphs using machine translation and multi-task learning	Apr 1, 2021	Entity LinkingKnowledge Graphs	—Unverified
Knowledge Graph Embedding with Multiple Relation Projections	Jan 26, 2018	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Knowledge Graph Embedding with Numeric Attributes of Entities	Jul 1, 2018	AttributeGraph Embedding	—Unverified
Complexity of Arithmetic in Warded Datalog+-	Feb 10, 2022	DescriptiveKnowledge Graphs	—Unverified
Knowledge Graph Enhanced Generative Multi-modal Models for Class-Incremental Learning	Mar 24, 2025	class-incremental learningClass Incremental Learning	—Unverified
Knowledge Graph Enhanced Intelligent Tutoring System Based on Exercise Representativeness and Informativeness	Jul 15, 2023	cognitive diagnosisInformativeness	—Unverified
Knowledge Graph Enhanced Language Agents for Recommendation	Oct 25, 2024	Knowledge GraphsRecommendation Systems	—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