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 801–810 of 2974 papers

Title	Date	Tasks	Status
Efficient Knowledge Graph Validation via Cross-Graph Representation Learning	Aug 16, 2020	Graph Representation LearningKnowledge Graphs	—Unverified
Efficient Knowledge Infusion via KG-LLM Alignment	Jun 6, 2024	Knowledge GraphsQuestion Answering	—Unverified
DURENDAL: Graph deep learning framework for temporal heterogeneous networks	Sep 30, 2023	Deep LearningGraph Learning	—Unverified
Efficient Parallel Multi-Hop Reasoning: A Scalable Approach for Knowledge Graph Analysis	Jun 11, 2024	Knowledge Base CompletionKnowledge Graphs	—Unverified
AceKG: A Large-scale Knowledge Graph for Academic Data Mining	Jul 23, 2018	Community DetectionEntity Alignment	—Unverified
Efficient Relational Context Perception for Knowledge Graph Completion	Dec 31, 2024	Graph EmbeddingKnowledge Graph Completion	—Unverified
Building FKG.in: a Knowledge Graph for Indian Food	Sep 1, 2024	Knowledge GraphsNutrition	—Unverified
Duplicate Detection as a Service	Jul 20, 2022	Knowledge Graphs	—Unverified
Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models	Feb 6, 2025	Contrastive LearningExplanation Generation	—Unverified
Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs	Oct 10, 2023	Graph Question AnsweringKnowledge Graphs	—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