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 1141–1150 of 2974 papers

Title	Date	Tasks	Status	Hype
Head-to-Tail: How Knowledgeable are Large Language Models (LLMs)? A.K.A. Will LLMs Replace Knowledge Graphs?	Aug 20, 2023	Knowledge GraphsWorld Knowledge	CodeCode Available	1
Semantic relatedness in DBpedia: A comparative and experimental assessment	Aug 18, 2023	Knowledge Graphs	—Unverified	0
MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models	Aug 17, 2023	Decision MakingHallucination	CodeCode Available	2
Development of a Knowledge Graph Embeddings Model for Pain	Aug 17, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	0
PDPK: A Framework to Synthesise Process Data and Corresponding Procedural Knowledge for Manufacturing	Aug 16, 2023	Knowledge Graphs	CodeCode Available	0
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models	Aug 16, 2023	Entity EmbeddingsKnowledge Graph Completion	—Unverified	0
Self-Supervised Dynamic Hypergraph Recommendation based on Hyper-Relational Knowledge Graph	Aug 15, 2023	Collaborative FilteringKnowledge-Aware Recommendation	—Unverified	0
Can Knowledge Graphs Simplify Text?	Aug 14, 2023	DescriptiveKG-to-Text Generation	CodeCode Available	1
Building Trust in Conversational AI: A Comprehensive Review and Solution Architecture for Explainable, Privacy-Aware Systems using LLMs and Knowledge Graph	Aug 13, 2023	Knowledge Graphs	—Unverified	0
MACO: A Modality Adversarial and Contrastive Framework for Modality-missing Multi-modal Knowledge Graph Completion	Aug 13, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	0

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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