Before revision:  A common way of circumventing the label-scarcity problem is the pre-train/fine-tine method. Accordingly, existing works pre-train a model to learn representations of contents in learning items.
After revision:  A common way of circumventing label-scarce problems is pre-training a model to learn representations of contents in learning items.