Confidence-Aware Embedding for Knowledge Graph Entity Typing

Table 1

Model illustration of KG Noise Detection.

Models	Data	The method	The goal
Jiang’s et al. [15]	Structured information in KG	Markov logic-based	Triple fact noises
PaTyBRED [17]	Path and type features in KG	Classifier	Triple fact noises
Neil’s et al. [18]	Structured information in KG	Attention mechanism + GCNNs	Triple fact noises
Liang’s et al. [19]	Large-scale lexical taxonomy	Graph-based method	IsA relation detection
Pujara’s et al. [9]	Structured information in KG	Embedding techniques	Triple fact noises
TransT [21]	Structured information in KG + data outside KG	Trustiness-aware embedding method	Triple fact noises
CKRL [20]	Structured information in KG	Confidence-aware embedding-based	Triple fact noises
Ma’s et al. [23]	Disjointness axioms in KG	Association rule mining	Inconsistency detection
SDType [24]	T-box information from the schema	Heuristic link-based type inference mechanism	Entity type noises
ConfE (this paper)	Structured information in KG	Confidence-aware embedding-based	Entity type noises