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 1201–1210 of 2974 papers

Title	Date	Tasks	Status
Leveraging small language models for Text2SPARQL tasks to improve the resilience of AI assistance	May 27, 2024	Knowledge GraphsText2Sparql	CodeCode Available
Hybrid Context Retrieval Augmented Generation Pipeline: LLM-Augmented Knowledge Graphs and Vector Database for Accreditation Reporting Assistance	May 24, 2024	Knowledge GraphsRetrieval-augmented Generation	CodeCode Available
Cardinality Estimation on Hyper-relational Knowledge Graphs	May 24, 2024	Graph Neural NetworkKnowledge Graphs	—Unverified
A Planet Scale Spatial-Temporal Knowledge Graph Based On OpenStreetMap And H3 Grid	May 24, 2024	graph constructionKnowledge Graphs	—Unverified
COTET: Cross-view Optimal Transport for Knowledge Graph Entity Typing	May 22, 2024	Entity TypingKnowledge Graphs	—Unverified
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering	May 22, 2024	Common Sense ReasoningGraph Question Answering	—Unverified
Multi-domain Knowledge Graph Collaborative Pre-training and Prompt Tuning for Diverse Downstream Tasks	May 21, 2024	Knowledge GraphsPrompt Learning	—Unverified
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!	May 20, 2024	Knowledge GraphsQuestion Answering	—Unverified
KG-RAG: Bridging the Gap Between Knowledge and Creativity	May 20, 2024	Graph Question AnsweringInformation Retrieval	—Unverified
Empowering Small-Scale Knowledge Graphs: A Strategy of Leveraging General-Purpose Knowledge Graphs for Enriched Embeddings	May 17, 2024	Entity AlignmentKnowledge Graph Completion	—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