In this Dagstuhl Seminar, we will underscore key areas in which NLP has the potential to profoundly enhance mental health treatments, including but not limited to (1) understanding how mental states change and how therapeutic change occurs; (2) how NLP can help therapist training and feedback; (3) technological gaps, privacy and multilingual issues; (4) evaluation, validation and ethical concerns.