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 691–700 of 2974 papers

Title	Date	Tasks	Status	Hype
Safety Control of Service Robots with LLMs and Embodied Knowledge Graphs	May 28, 2024	Knowledge Graphs	—Unverified	0
EMERGE: Integrating RAG for Improved Multimodal EHR Predictive Modeling	May 27, 2024	Knowledge GraphsRAG	—Unverified	0
Assessing LLMs Suitability for Knowledge Graph Completion	May 27, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	0
Leveraging small language models for Text2SPARQL tasks to improve the resilience of AI assistance	May 27, 2024	Knowledge GraphsText2Sparql	CodeCode Available	0
Entity Alignment with Noisy Annotations from Large Language Models	May 27, 2024	Active LearningEntity Alignment	CodeCode Available	0
Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning	May 27, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Interesting Scientific Idea Generation using Knowledge Graphs and LLMs: Evaluations with 100 Research Group Leaders	May 27, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	1
Cost-efficient Knowledge-based Question Answering with Large Language Models	May 27, 2024	Knowledge GraphsModel Selection	—Unverified	0
Uncertainty Management in the Construction of Knowledge Graphs: a Survey	May 27, 2024	Knowledge GraphsManagement	—Unverified	0
GRAG: Graph Retrieval-Augmented Generation	May 26, 2024	Entity RetrievalKnowledge Graphs	CodeCode Available	3

Show:10 25 50

← PrevPage 70 of 298Next →

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