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We show that for repairing anchored text, we can use Word2Vec and BERT. Specifically, we show that for anchored words that follow the continuous bag-of-words (CBOW) paradigm, Word2Vec and BERT can be used to achieve similar and, for some cases, better results than neural machine translation for French to English.