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 2001–2010 of 2974 papers

Title	Date	Tasks	Status
MEKER: Memory Efficient Knowledge Embedding Representation for Link Prediction and Question Answering	Apr 22, 2022	Knowledge GraphsLink Prediction	—Unverified
SpaceE: Knowledge Graph Embedding by Relational Linear Transformation in the Entity Space	Apr 21, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
A Hierarchical N-Gram Framework for Zero-Shot Link Prediction	Apr 16, 2022	Knowledge GraphsLink Prediction	CodeCode Available
Knowledgebra: An Algebraic Learning Framework for Knowledge Graph	Apr 15, 2022	Abstract AlgebraGeneral Knowledge	—Unverified
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media	Apr 8, 2022	ArticlesKnowledge Graphs	CodeCode Available
Walk this Way! Entity Walks and Property Walks for RDF2vec	Apr 5, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
The Digitalization of Bioassays in the Open Research Knowledge Graph	Mar 28, 2022	Knowledge Graphs	CodeCode Available
WawPart: Workload-Aware Partitioning of Knowledge Graphs	Mar 28, 2022	graph partitioningKnowledge Graphs	—Unverified
AWAPart: Adaptive Workload-Aware Partitioning of Knowledge Graphs	Mar 28, 2022	Knowledge Graphs	—Unverified
Augmenting Knowledge Graphs for Better Link Prediction	Mar 26, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available

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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