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 1201–1210 of 2974 papers

Title	Date	Tasks	Status
Cyber-All-Intel: An AI for Security related Threat Intelligence	May 7, 2019	AllKnowledge Graphs	—Unverified
Customized Information and Domain-centric Knowledge Graph Construction with Large Language Models	Sep 30, 2024	Decision Makinggraph construction	—Unverified
Auto-Encoding User Ratings via Knowledge Graphs in Recommendation Scenarios	Jun 24, 2017	Knowledge GraphsRecommendation Systems	—Unverified
CTINexus: Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models	Oct 28, 2024	ArticlesEntity Alignment	—Unverified
Cryptanalysis of the SIMON Cypher Using Neo4j	May 8, 2024	CryptanalysisKnowledge Graphs	—Unverified
A Universal Knowledge Model and Cognitive Architecture for Prototyping AGI	Jan 11, 2024	EthicsKnowledge Graphs	—Unverified
Adaptive Pseudo-Siamese Policy Network for Temporal Knowledge Prediction	Apr 26, 2022	Knowledge GraphsLink Prediction	—Unverified
A Birds Eye View on Knowledge Graph Embeddings, Software Libraries, Applications and Challenges	May 18, 2022	Information RetrievalKnowledge Graph Completion	—Unverified
A Unified Knowledge Graph Augmentation Service for Boosting Domain-specific NLP Tasks	Dec 10, 2022	Knowledge GraphsLanguage Modeling	—Unverified
Cross-Network Learning with Partially Aligned Graph Convolutional Networks	Jun 3, 2021	Knowledge GraphsLink Prediction	—Unverified

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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