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 2421–2430 of 2974 papers

Title	Date	Tasks	Status	Hype
5* Knowledge Graph Embeddings with Projective Transformations	Jun 8, 2020	Graph EmbeddingKnowledge Graph Completion	—Unverified	0
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle Training	Jun 8, 2020	Graph GenerationKnowledge Graphs	CodeCode Available	1
IterefinE: Iterative KG Refinement Embeddings using Symbolic Knowledge	Jun 3, 2020	Knowledge Graphs	—Unverified	0
Unveiling Relations in the Industry 4.0 Standards Landscape based on Knowledge Graph Embeddings	Jun 3, 2020	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	0
Fairness-Aware Explainable Recommendation over Knowledge Graphs	Jun 3, 2020	Collaborative FilteringDecision Making	—Unverified	0
Open-Domain Question Answering with Pre-Constructed Question Spaces	Jun 2, 2020	Information RetrievalKnowledge Graphs	—Unverified	0
Relational Learning Analysis of Social Politics using Knowledge Graph Embedding	Jun 2, 2020	ClusteringGraph Embedding	—Unverified	0
Question Answering on Scholarly Knowledge Graphs	Jun 2, 2020	ArticlesKnowledge Base Question Answering	—Unverified	0
DEFT 2020 - Extraction d'information fine dans les donn\'ees cliniques : terminologies sp\'ecialis\'ees et graphes de connaissance (Fine-grained Information Extraction in Clinical Data : Dedicated Terminologies and Knowledge Graphs )	Jun 1, 2020	Knowledge Graphs	—Unverified	0
KGTK: A Toolkit for Large Knowledge Graph Manipulation and Analysis	May 29, 2020	Knowledge Graphs	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