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 1091–1100 of 2974 papers

Title	Date	Tasks	Status
Directed Scattering for Knowledge Graph-based Cellular Signaling Analysis	Sep 14, 2023	Dimensionality ReductionKnowledge Graphs	—Unverified
Digital Twins for Patient Care via Knowledge Graphs and Closed-Form Continuous-Time Liquid Neural Networks	Jul 8, 2023	FormKnowledge Graphs	—Unverified
DiffusionCom: Structure-Aware Multimodal Diffusion Model for Multimodal Knowledge Graph Completion	Apr 9, 2025	Graph AttentionKnowledge Graph Completion	—Unverified
A Neural Question Answering Model Based on Semi-Structured Tables	Aug 1, 2018	Knowledge GraphsMultiple-choice	—Unverified
HealthGenie: Empowering Users with Healthy Dietary Guidance through Knowledge Graph and Large Language Models	Apr 20, 2025	Conversational RecommendationExplainable Recommendation	—Unverified
A Neural Architecture for Person Ontology population	Jan 22, 2020	ClassificationGeneral Classification	—Unverified
Harnessing the Web and Knowledge Graphs for Automated Impact Investing Scoring	Aug 4, 2023	Knowledge Graphs	—Unverified
Differentiable Reasoning about Knowledge Graphs with Region-based Graph Neural Networks	Jun 13, 2024	Graph Neural NetworkKnowledge Graphs	—Unverified
Benchmarking Large Language Models in Complex Question Answering Attribution using Knowledge Graphs	Jan 26, 2024	BenchmarkingKnowledge Graphs	—Unverified
Advanced RAG Models with Graph Structures: Optimizing Complex Knowledge Reasoning and Text Generation	Nov 6, 2024	Graph Neural NetworkKnowledge 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