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 2151–2160 of 2974 papers

Title	Date	Tasks	Status	Hype
Zero-shot Slot Filling with DPR and RAG	Apr 17, 2021	Knowledge Base PopulationKnowledge Graphs	CodeCode Available	1
Cross-lingual Entity Alignment with Adversarial Kernel Embedding and Adversarial Knowledge Translation	Apr 16, 2021	AttributeEntity Alignment	CodeCode Available	0
Faithfully Explainable Recommendation via Neural Logic Reasoning	Apr 16, 2021	Decision MakingExplainable Recommendation	CodeCode Available	1
Finding Motifs in Knowledge Graphs using Compression	Apr 16, 2021	Knowledge GraphsWorld Knowledge	CodeCode Available	0
Improving Hyper-Relational Knowledge Graph Completion	Apr 16, 2021	Computational EfficiencyGraph Neural Network	CodeCode Available	0
Membership Inference Attacks on Knowledge Graphs	Apr 16, 2021	Graph EmbeddingInference Attack	—Unverified	0
NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion	Apr 15, 2021	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Applying Personal Knowledge Graphs to Health	Apr 15, 2021	Knowledge Graphs	—Unverified	0
Quadratic GCN for Graph Classification	Apr 14, 2021	ClassificationGeneral Classification	CodeCode Available	0
QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering	Apr 13, 2021	Common Sense ReasoningGraph Representation Learning	CodeCode Available	1

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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