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 1751–1760 of 2974 papers

Title	Date	Tasks	Status
OEKG: The Open Event Knowledge Graph	Feb 28, 2023	ArticlesImage Retrieval	—Unverified
Diversity matters: Robustness of bias measurements in Wikidata	Feb 27, 2023	AttributeDiversity	CodeCode Available
Time-aware Multiway Adaptive Fusion Network for Temporal Knowledge Graph Question Answering	Feb 24, 2023	Graph Question AnsweringKnowledge Graphs	—Unverified
Linking Streets in OpenStreetMap to Persons in Wikidata	Feb 24, 2023	Knowledge Graphs	—Unverified
KHAN: Knowledge-Aware Hierarchical Attention Networks for Accurate Political Stance Prediction	Feb 23, 2023	ArticlesKnowledge Graphs	CodeCode Available
Construction of Knowledge Graphs: State and Challenges	Feb 22, 2023	Knowledge GraphsManagement	—Unverified
Dual Policy Learning for Aggregation Optimization in Graph Neural Network-based Recommender Systems	Feb 21, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available
Creating Knowledge Graphs for Geographic Data on the Web	Feb 17, 2023	Knowledge Graphs	CodeCode Available
Vision, Deduction and Alignment: An Empirical Study on Multi-modal Knowledge Graph Alignment	Feb 17, 2023	Entity AlignmentKnowledge Graphs	—Unverified
Revisiting Initializing Then Refining: An Incomplete and Missing Graph Imputation Network	Feb 15, 2023	AttributeImputation	—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