He bitterly regretted his foolishness, and reproached himself for weakness of will; for he now perceived that in putting on the Ring he obeyed not his own desire but the commanding wish of his enemies.
There are no more uses of "reproach" in the book.
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She reproached him for being thoughtless and lazy.
Don’t reproach yourself for things beyond your control.