Will the label changes reflect in all languages?

No, the changes made for labels in one language will not reflect on the others. You must change the label names individually for each language.
For example, Labels for US English and British English are different; if you have changed in US English, you may want to change British English label separately by changing the language.

To know more about Labels Editor, click here.