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 2471–2480 of 2974 papers

Title	Date	Tasks	Status
Duplicate Detection as a Service	Jul 20, 2022	Knowledge Graphs	—Unverified
Dual Attention Network for Cross-lingual Entity Alignment	Dec 1, 2020	Entity AlignmentGraph Attention	—Unverified
DURENDAL: Graph deep learning framework for temporal heterogeneous networks	Sep 30, 2023	Deep LearningGraph Learning	—Unverified
DsMtGCN: A Direction-sensitive Multi-task framework for Knowledge Graph Completion	Jun 17, 2023	Entity EmbeddingsKnowledge Graph Completion	—Unverified
An Online Question Answering System based on Sub-graph Searching	Jul 29, 2021	Answer GenerationKnowledge Graphs	—Unverified
SciCom Wiki: Fact-Checking and FAIR Knowledge Distribution for Scientific Videos and Podcasts	May 12, 2025	Fact CheckingKnowledge Graphs	—Unverified
Dynamic Fault Analysis in Substations Based on Knowledge Graphs	Nov 22, 2023	Knowledge Graphs	—Unverified
Dynamic Few-Shot Learning for Knowledge Graph Question Answering	Jul 1, 2024	Few-Shot LearningGraph Question Answering	—Unverified
Drug repurposing prediction for COVID-19 using probabilistic networks and crowdsourced curation	May 22, 2020	Knowledge Graphs	—Unverified
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets	Mar 6, 2025	BenchmarkingDataset Generation	—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