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 2081–2090 of 2974 papers

Title	Date	Tasks	Status
NSEEN: Neural Semantic Embedding for Entity Normalization	Nov 19, 2018	Entity ResolutionKnowledge Graphs	—Unverified
Adapter-based Approaches to Knowledge-enhanced Language Models -- A Survey	Nov 25, 2024	General KnowledgeKnowledge Graphs	—Unverified
Automatic Knowledge Graph Construction for Judicial Cases	Apr 15, 2024	graph constructionKnowledge Graphs	—Unverified
Automatic Assessment of Conceptual Text Complexity Using Knowledge Graphs	Aug 1, 2018	Binary ClassificationKnowledge Graphs	—Unverified
Observed versus latent features for knowledge base and text inference	Jul 1, 2015	Knowledge Base CompletionKnowledge Graphs	—Unverified
OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models	Oct 31, 2024	Entity LinkingKnowledge Graphs	—Unverified
Automated Radiology Report Generation: A Review of Recent Advances	May 17, 2024	Clinical KnowledgeContrastive Learning	—Unverified
OEKG: The Open Event Knowledge Graph	Feb 28, 2023	ArticlesImage Retrieval	—Unverified
Automated Knowledge Graph Learning in Industrial Processes	Jul 2, 2024	Decision MakingGraph Learning	—Unverified
Towards Learning Cross-Modal Perception-Trace Models	Oct 18, 2019	Knowledge GraphsLink Prediction	—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