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 1941–1950 of 2974 papers

Title	Date	Tasks	Status
Modelling Multi-relations for Convolutional-based Knowledge Graph Embedding	Oct 21, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
BIOS: An Algorithmically Generated Biomedical Knowledge Graph	Mar 18, 2022	BIG-bench Machine LearningKnowledge Graphs	—Unverified
Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning	Jan 16, 2022	Knowledge GraphsTransfer Learning	—Unverified
Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning	Jun 8, 2022	Knowledge GraphsTransfer Learning	—Unverified
ModulE: Module Embedding for Knowledge Graphs	Mar 9, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
MOHONE: Modeling Higher Order Network Effects in KnowledgeGraphs via Network Infused Embeddings	Nov 1, 2018	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Biomedical Multi-hop Question Answering Using Knowledge Graph Embeddings and Language Models	Nov 10, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Tokensome: Towards a Genetic Vision-Language GPT for Explainable and Cognitive Karyotyping	Mar 17, 2024	Anomaly DetectionDecision Making	—Unverified
Biomedical Knowledge Graph Refinement with Embedding and Logic Rules	Dec 2, 2020	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Motif Learning in Knowledge Graphs Using Trajectories Of Differential Equations	Oct 13, 2020	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified

Show:10 25 50

← PrevPage 195 of 298Next →

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