Before revision:  It attempts to learn task-specific word embeddings that, when concatenated to the input text, instruct the language model to solve the specified task.
After revision:  Adversarial reprogramming attempts to learn task-specific word embeddings that, when concatenated to the input text, instruct the language model to solve the specified task.