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 2351–2360 of 2974 papers

Title	Date	Tasks	Status
Knowledge Generation -- Variational Bayes on Knowledge Graphs	Jan 21, 2021	DecoderGraph Matching	CodeCode Available
SoftNER: Mining Knowledge Graphs From Cloud Incidents	Jan 15, 2021	Cloud ComputingKnowledge Graphs	—Unverified
EAGER: Embedding-Assisted Entity Resolution for Knowledge Graphs	Jan 15, 2021	AttributeEntity Resolution	CodeCode Available
Knowledge-Enhanced Top-K Recommendation in Poincaré Ball	Jan 13, 2021	Knowledge GraphsRecommendation Systems	—Unverified
Reinforcement Learning based Collective Entity Alignment with Adaptive Features	Jan 5, 2021	Decision MakingEntity Alignment	CodeCode Available
Dynamic Knowledge Graphs as Semantic Memory Model for Industrial Robots	Jan 4, 2021	Industrial RobotsKnowledge Graphs	—Unverified
Topology-aware Tensor Decomposition for Meta-graph Learning	Jan 4, 2021	Graph LearningKnowledge Graphs	—Unverified
Box-To-Box Transformation for Modeling Joint Hierarchies	Jan 1, 2021	Knowledge Graphs	—Unverified
Explainable Subgraph Reasoning for Forecasting on Temporal Knowledge Graphs	Jan 1, 2021	Graph Representation LearningKnowledge Graphs	—Unverified
Towards a Linking between WordNet and Wikidata	Jan 1, 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