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 1651–1660 of 2974 papers

Title	Date	Tasks	Status
Knowledge Modelling and Active Learning in Manufacturing	Jul 5, 2021	Active LearningFriction	—Unverified
Knowledge-Powered Recommendation for an Improved Diet Water Footprint	Mar 26, 2024	graph constructionKnowledge Graphs	—Unverified
Knowledge Questions from Knowledge Graphs	Oct 31, 2016	Knowledge GraphsMultiple-choice	—Unverified
Knowledge Reasoning via Jointly Modeling Knowledge Graphs and Soft Rules	Jan 7, 2023	Knowledge Graph CompletionKnowledge Graph Embeddings	—Unverified
Knowledge Representation in Graphs using Convolutional Neural Networks	Dec 7, 2016	Knowledge Graphs	—Unverified
Knowledge Representation Learning with Contrastive Completion Coding	Nov 1, 2021	Knowledge GraphsRepresentation Learning	—Unverified
Knowledge Representation via Joint Learning of Sequential Text and Knowledge Graphs	Sep 22, 2016	InformativenessKnowledge Graphs	—Unverified
Knowledge Router: Learning Disentangled Representations for Knowledge Graphs	Jun 1, 2021	Knowledge GraphsRepresentation Learning	—Unverified
Knowledge Solver: Teaching LLMs to Search for Domain Knowledge from Knowledge Graphs	Sep 6, 2023	HallucinationKnowledge Graphs	—Unverified
Knowledge Transfer with Medical Language Embeddings	Feb 10, 2016	Knowledge Graph CompletionKnowledge Graphs	—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