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 621–630 of 2974 papers

Title	Date	Tasks	Status	Score
Bridging RDF Knowledge Graphs with Graph Neural Networks for Semantically-Rich Recommender Systems	Jun 10, 2025	Knowledge GraphsRecommendation Systems	CodeCode Available	5
Column-Oriented Datalog Materialization for Large Knowledge Graphs (Extended Technical Report)	Nov 28, 2015	Knowledge Graphs	CodeCode Available	5
KG-BERT: BERT for Knowledge Graph Completion	Sep 7, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
KGMark: A Diffusion Watermark for Knowledge Graphs	May 29, 2025	Knowledge Graphs	CodeCode Available	5
KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features Filtering	Mar 29, 2024	Collaborative FilteringKnowledge Graphs	CodeCode Available	5
Knowledge-aware Dual-side Attribute-enhanced Recommendation	Mar 24, 2024	AttributeCollaborative Filtering	CodeCode Available	5
A set of semantic data flow diagrams and its security analysis based on ontologies and knowledge graphs	Mar 20, 2023	Cloud ComputingKnowledge Graphs	CodeCode Available	5
Collective Entity Alignment via Adaptive Features	Dec 18, 2019	Entity AlignmentKnowledge Graphs	CodeCode Available	5
CollabKG: A Learnable Human-Machine-Cooperative Information Extraction Toolkit for (Event) Knowledge Graph Construction	Jul 3, 2023	Event Extractiongraph construction	CodeCode Available	5
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media	Apr 8, 2022	ArticlesKnowledge Graphs	CodeCode Available	5

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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