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 2431–2440 of 2974 papers

Title	Date	Tasks	Status
Neural, Symbolic and Neural-Symbolic Reasoning on Knowledge Graphs	Oct 12, 2020	Information RetrievalKnowledge Graph Completion	—Unverified
Exploiting Knowledge Graphs for Facilitating Product/Service Discovery	Oct 11, 2020	Knowledge GraphsProduct Categorization	—Unverified
LEAPME: Learning-based Property Matching with Embeddings	Oct 5, 2020	BIG-bench Machine LearningData Integration	—Unverified
MCMH: Learning Multi-Chain Multi-Hop Rules for Knowledge Graph Reasoning	Oct 5, 2020	Knowledge GraphsRelation	—Unverified
JAKET: Joint Pre-training of Knowledge Graph and Language Understanding	Oct 2, 2020	Knowledge GraphsLanguage Modeling	—Unverified
Knowledge Graph Embeddings in Geometric Algebras	Oct 2, 2020	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
A Practice of Tourism Knowledge Graph Construction based on Heterogeneous Information	Oct 1, 2020	graph constructionKnowledge Graphs	—Unverified
RTFE: A Recursive Temporal Fact Embedding Framework for Temporal Knowledge Graph Completion	Sep 30, 2020	Graph EmbeddingKnowledge Graph Completion	—Unverified
Zero-Shot Learning with Common Sense Knowledge Graphs	Sep 28, 2020	Common Sense ReasoningEntity Typing	—Unverified
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational Assumptions	Sep 27, 2020	Graph EmbeddingKnowledge Graph Completion	CodeCode Available

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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