Malicious social bots achieve their malicious purposes by spreading misinformation and inciting social public opinion, seriously endangering social security, making their detection a critical concern.

Toxic Speech (TS) is widely spread in social media and is increasingly harmful to the online networking environment. At the same time, words and their variants containing implicit toxic semantics are ...