I don't like it either. I make mistakes and people correct me. They criticize me. Sometimes I think they must think I'm a real idiot. It would be more accurate to say they think I had an idiotic moment before they corrected me, not that they think I'm generally an idiot.
It's probably the same for you most of the time. Yes I know correction is humiliating but what helps me bear it is this saying - To Avoid Criticism, Say Nothing, Do Nothing, Be Nothing.
To further elaborate, I read on Forbes that to be successful, you have to accept public humiliation. The one who can accept public humiliation will try until he succeeds, the one who cannot won't try and may in time, suffer greater humiliation from having achieved nothing.
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The days are long, but the years are short