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 1771–1780 of 2974 papers

Title	Date	Tasks	Status	Hype
An Accurate Unsupervised Method for Joint Entity Alignment and Dangling Entity Detection	Mar 10, 2022	Entity AlignmentKnowledge Graphs	CodeCode Available	1
LEMON: LanguagE ModeL for Negative Sampling of Knowledge Graph Embeddings	Mar 9, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
ModulE: Module Embedding for Knowledge Graphs	Mar 9, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Scaling R-GCN Training with Graph Summarization	Mar 5, 2022	Knowledge Graphs	—Unverified	0
Flurry: a Fast Framework for Reproducible Multi-layered Provenance Graph Representation Learning	Mar 5, 2022	Anomaly DetectionGraph Classification	—Unverified	0
Time-aware Graph Neural Networks for Entity Alignment between Temporal Knowledge Graphs	Mar 4, 2022	Entity AlignmentKnowledge Graphs	CodeCode Available	1
R-GCN: The R Could Stand for Random	Mar 4, 2022	Knowledge GraphsLink Prediction	CodeCode Available	1
An Open Challenge for Inductive Link Prediction on Knowledge Graphs	Mar 3, 2022	Graph Representation LearningInductive Link Prediction	CodeCode Available	1
SelfKG: Self-Supervised Entity Alignment in Knowledge Graphs	Mar 2, 2022	Entity AlignmentKnowledge Graphs	CodeCode Available	1
PKGM: A Pre-trained Knowledge Graph Model for E-commerce Application	Mar 2, 2022	Knowledge GraphsSequential Recommendation	—Unverified	0

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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