From Table 3, the MTL-based approach significantly improve the translation quality over the non-adapted baseline, and also outperforms conventional mixture models based methods.
the "Sports" domain benefits the most from the indomain knowledge, which confirms that domain discrepancy should be addressed and may bring large improvements on certain domains.