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 1881–1890 of 2974 papers

Title	Date	Tasks	Status
ICLEA: Interactive Contrastive Learning for Self-supervised Entity Alignment	Nov 16, 2021	Contrastive LearningEntity Alignment	—Unverified
Fair comparison of knowledge graphs for question answering	Nov 16, 2021	Knowledge GraphsQuestion Answering	—Unverified
Language Model-Guided Knowledge Subgraphs for Question Answering	Nov 16, 2021	Knowledge GraphsLanguage Modeling	—Unverified
An Empirical Investigation of Commonsense Self-Supervision with Knowledge Graphs	Nov 16, 2021	Knowledge Graphs	—Unverified
Learning from Missing Relations: Contrastive Learning with Commonsense Knowledge Graphs for Commonsense Inference	Nov 16, 2021	Contrastive LearningDiversity	—Unverified
Distilling Causal Metaknowledge from Massive Knowledge Graph	Nov 16, 2021	Knowledge Graphs	—Unverified
Knowledge Enhanced Embedding: Improve Model Generalization Through Knowledge Graphs	Nov 16, 2021	Knowledge GraphsSentence	—Unverified
On the Use of Entity Embeddings from Pre-Trained Language Models for Knowledge Graph Completion	Nov 16, 2021	Entity EmbeddingsKnowledge Graph Completion	—Unverified
Few-Shot Knowledge Graph Completion with Data Fusion and Augmentation	Nov 16, 2021	Few-Shot LearningKnowledge Graph Completion	—Unverified
Alleviating the Sparsity of Open Knowledge Graphs with Pretrained Contrastive Learning	Nov 16, 2021	Contrastive LearningKnowledge 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