Before revision:  We also demonstrate that the new objective leads to models that are more robust to different levels of noise in the  training data, and can generalize better to related tasks with limited labeled task data.
After revision:  Our proposed fine-tuning objective leads to models that are more robust to different levels of noise in the training data, and can generalize better to related tasks with limited labeled task data.