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 2111–2120 of 2974 papers

Title	Date	Tasks	Status
Few-Shot Knowledge Graph Completion with Data Fusion and Augmentation	Nov 16, 2021	Few-Shot LearningKnowledge Graph Completion	—Unverified
Language Model-Guided Knowledge Subgraphs for Question Answering	Nov 16, 2021	Knowledge GraphsLanguage Modeling	—Unverified
ICLEA: Interactive Contrastive Learning for Self-supervised Entity Alignment	Nov 16, 2021	Contrastive LearningEntity Alignment	—Unverified
AutoGMap: Learning to Map Large-scale Sparse Graphs on Memristive Crossbars	Nov 15, 2021	CPUDecision Making	CodeCode Available
Towards Robust Knowledge Graph Embedding via Multi-task Reinforcement Learning	Nov 11, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering	Nov 10, 2021	Knowledge Base Question AnsweringKnowledge Graphs	—Unverified
EvoLearner: Learning Description Logics with Evolutionary Algorithms	Nov 8, 2021	BenchmarkingEvolutionary Algorithms	CodeCode Available
A Probit Tensor Factorization Model For Relational Learning	Nov 6, 2021	Knowledge GraphsLink Prediction	—Unverified
Conditional Attention Networks for Distilling Knowledge Graphs in Recommendation	Nov 3, 2021	Knowledge GraphsRecommendation Systems	—Unverified
Order Matters: Matching Multiple Knowledge Graphs	Nov 3, 2021	Knowledge 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