Before revision:  The pre-trained Marathi fast text word embeddings by FBFastText and IndicNLP are used in conjunction with word-based models.
After revision:  The pre-trained Marathi fast text word embeddings by Facebook and IndicNLP are used in conjunction with word-based models.