Full Picture

Extension usage examples:

Here's how our browser extension sees the article:
May be slightly imbalanced

Article summary:

1. mBART is a multilingual denoising pre-training method that pre-trains a complete sequence-to-sequence model by denoising full texts in multiple languages, allowing for direct fine-tuning for supervised and unsupervised machine translation without task-specific modifications.

2. Adding mBART initialization produces significant performance gains in all but the highest-resource settings, including up to 12 BLEU points for low resource MT and over 5 BLEU points for many document-level and unsupervised models.

3. mBART enables transfer to language pairs with no bi-text or that were not in the pre-training corpus, and extensive analysis shows which factors contribute the most to effective pre-training.

Article analysis: