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 1721–1730 of 2974 papers

Title	Date	Tasks	Status
Predictive Multiplicity of Knowledge Graph Embeddings in Link Prediction	Aug 15, 2024	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Pretrained Transformers for Simple Question Answering	May 2, 2019	Knowledge GraphsPrediction	—Unverified
Pre-training Transformers for Knowledge Graph Completion	Mar 28, 2023	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Pretrain-KGEs: Learning Knowledge Representation from Pretrained Models for Knowledge Graph Embeddings	Dec 1, 2019	Knowledge Graph CompletionKnowledge Graph Embeddings	—Unverified
Prior Knowledge for Few-shot Learning—Inductive Reasoning and Distribution Calibration	Jan 17, 2022	Few-Shot LearningKnowledge Graphs	—Unverified
Privacy-Preserving Synthetically Augmented Knowledge Graphs with Semantic Utility	Oct 16, 2024	Knowledge GraphsPrivacy Preserving	—Unverified
Probabilistic Embedding of Knowledge Graphs with Box Lattice Measures	May 17, 2018	Inductive BiasKnowledge Graphs	—Unverified
Probabilistic Knowledge Graph Embeddings	Sep 27, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Probability Calibration for Knowledge Graph Embedding Models	Dec 20, 2019	Calibration for Link PredictionGraph Embedding	—Unverified
Procedure Model for Building Knowledge Graphs for Industry Applications	Sep 20, 2024	graph constructionKnowledge 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