The Data Augmentation Methods

We use the following methods for performing task-agnostic data augmentation:

• Masking

• POS-guided word replacement

• n-gram sampling

Let's take a look at each one of them.

Understanding the masking method

In the masking method, with probability $p_{\text{mask}}$ ...