Before revision:  Trustworthiness of ML and NLP systems is a crucial aspect and requires  guarantee that the decisions they make are fair and robust.
After revision:  The trustworthiness of ML and NLP systems is a crucial aspect and requires guarantee that the decisions they make are fair and robust.