Table 1 Shows important findings from the literature.

Reference	Method	Embedding Model	Alignment Model	Extra information	Prediction	CL	ML
²²	AttrE	TransE	A	Attribute	CS	NO	Yes
⁶⁰	BootEA	TransE variant	C	Bootstrapping	CS	Yes	Yes
⁶¹	CEA	GCN	M	Entity name	CS	Yes	Yes
⁶²	GCN-Align	GCN	M	Attribute	MD	YES	NO
⁶³	GM-Align	GCN	G	Entity name	MP	Yes	No
²¹	HGCN	GCN	M	Entity name	MD	Yes	No
⁶⁴	HUMAN	GCN	M	Description, Attribute	ED	Yes	No
¹⁶	ITransE	TransE	T	Bootstrapping	ED	No	Yes
⁶⁵	JAPE	TransE variant	A	Attribute	CS	Yes	No
⁶⁶	KDCoE	TransE	T	Entity description	ED	Yes	No
¹⁵	KECG	GAT + TransE	M	No	ED	Yes	Yes
¹³	MTransE	TransE variant	T	No	ED	Yes	No
¹⁰	MuGNN	GNN	M	No	CS	Yes	Yes
⁶⁷	MultiKE	TransE variant	C	Entity name	CS	No	Yes
⁶⁸	NAEA	TransE variant	C	Bootstrapping	CS	Yes	Yes
⁶⁹	RDGCN	DPGCNN	M	Entity name	MD	Yes	No
¹⁴	RSNs	RSNs	C	No	CS	Yes	Yes
⁷⁰	TransEdge	TransEdge	C	Bootstrapping	CS	Yes	Yes

(C-corpus function, M-margin based, A-attribute refined, G-graph based, T-transition, ED-Euclidian distance, CS-cosine similarity, MD-Manhattan distance, MP-matching probability, CL for cross-lingual and ML for mono-lingual).

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