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 2921–2930 of 2974 papers

Title	Date	Tasks	Status
Cryptanalysis of the SIMON Cypher Using Neo4j	May 8, 2024	CryptanalysisKnowledge Graphs	—Unverified
Healthcare Knowledge Graph Construction: State-of-the-art, open issues, and opportunities	Jul 8, 2022	graph constructionKnowledge Graphs	—Unverified
HealthGenie: Empowering Users with Healthy Dietary Guidance through Knowledge Graph and Large Language Models	Apr 20, 2025	Conversational RecommendationExplainable Recommendation	—Unverified
HeCiX: Integrating Knowledge Graphs and Large Language Models for Biomedical Research	Jul 19, 2024	Knowledge Graphs	—Unverified
Heterogeneous Graph Sparsification for Efficient Representation Learning	Nov 14, 2022	Graph LearningKnowledge Graphs	—Unverified
A Modular Ontology for MODS -- Metadata Object Description Schema	Jul 31, 2023	Knowledge GraphsObject	—Unverified
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning	Mar 12, 2020	Graph Neural NetworkKnowledge Graphs	—Unverified
Path-Based Contextualization of Knowledge Graphs for Textual Entailment	Nov 5, 2019	Knowledge GraphsNatural Language Inference	—Unverified
Cross-Network Learning with Partially Aligned Graph Convolutional Networks	Jun 3, 2021	Knowledge GraphsLink Prediction	—Unverified
SpeGCL: Self-supervised Graph Spectrum Contrastive Learning without Positive Samples	Oct 14, 2024	Contrastive LearningGraph Embedding	—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