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 301–310 of 2974 papers

Title	Date	Tasks	Status	Hype
A Dual-Perspective Metaphor Detection Framework Using Large Language Models	Dec 23, 2024	Decision MakingKnowledge Graphs	CodeCode Available	0
APEX^2: Adaptive and Extreme Summarization for Personalized Knowledge Graphs	Dec 23, 2024	Extreme SummarizationKnowledge Graphs	CodeCode Available	0
Markov Process-Based Graph Convolutional Networks for Entity Classification in Knowledge Graphs	Dec 23, 2024	Knowledge Graphs	CodeCode Available	0
Advances in Machine Learning Research Using Knowledge Graphs	Dec 23, 2024	Knowledge Graphs	—Unverified	0
Semantic Web: Past, Present, and Future	Dec 22, 2024	Data IntegrationKnowledge Graphs	CodeCode Available	0
GraphAgent: Agentic Graph Language Assistant	Dec 22, 2024	Knowledge GraphsNode Classification	CodeCode Available	0
STKDRec: Spatial-Temporal Knowledge Distillation for Takeaway Recommendation	Dec 21, 2024	Knowledge DistillationKnowledge Graphs	CodeCode Available	0
CognTKE: A Cognitive Temporal Knowledge Extrapolation Framework	Dec 21, 2024	Knowledge GraphsRelation	CodeCode Available	0
Logical Consistency of Large Language Models in Fact-checking	Dec 20, 2024	Fact CheckingHallucination	—Unverified	0
S^2DN: Learning to Denoise Unconvincing Knowledge for Inductive Knowledge Graph Completion	Dec 20, 2024	DenoisingInductive knowledge graph completion	CodeCode Available	1

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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