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 851–860 of 2974 papers

Title	Date	Tasks	Status
Topic-Aware Knowledge Graph with Large Language Models for Interoperability in Recommender Systems	Dec 28, 2024	Knowledge GraphsRecommendation Systems	—Unverified
Hawkes based Representation Learning for Reasoning over Scale-free Community-structured Temporal Knowledge Graphs	Dec 28, 2024	Knowledge GraphsRepresentation Learning	CodeCode Available
From Hallucinations to Facts: Enhancing Language Models with Curated Knowledge Graphs	Dec 24, 2024	HallucinationKnowledge Graphs	—Unverified
APEX^2: Adaptive and Extreme Summarization for Personalized Knowledge Graphs	Dec 23, 2024	Extreme SummarizationKnowledge Graphs	CodeCode Available
Markov Process-Based Graph Convolutional Networks for Entity Classification in Knowledge Graphs	Dec 23, 2024	Knowledge Graphs	CodeCode Available
RAGONITE: Iterative Retrieval on Induced Databases and Verbalized RDF for Conversational QA over KGs with RAG	Dec 23, 2024	Conversational Question AnsweringKnowledge Graphs	—Unverified
Advances in Machine Learning Research Using Knowledge Graphs	Dec 23, 2024	Knowledge Graphs	—Unverified
A Dual-Perspective Metaphor Detection Framework Using Large Language Models	Dec 23, 2024	Decision MakingKnowledge Graphs	CodeCode Available
GraphAgent: Agentic Graph Language Assistant	Dec 22, 2024	Knowledge GraphsNode Classification	CodeCode Available
Semantic Web: Past, Present, and Future	Dec 22, 2024	Data IntegrationKnowledge Graphs	CodeCode Available

Show:10 25 50

← PrevPage 86 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