PsyChat: A Client-Centric Dialogue System for Mental Health Support
About
Dialogue systems are increasingly integrated into mental health support to help clients facilitate exploration, gain insight, take action, and ultimately heal themselves. A practical and user-friendly dialogue system should be client-centric, focusing on the client's behaviors. However, existing dialogue systems publicly available for mental health support often concentrate solely on the counselor's strategies rather than the behaviors expressed by clients. This can lead to unreasonable or inappropriate counseling strategies and corresponding responses generated by the dialogue system. To address this issue, we propose PsyChat, a client-centric dialogue system that provides psychological support through online chat. The client-centric dialogue system comprises five modules: client behavior recognition, counselor strategy selection, input packer, response generator, and response selection. Both automatic and human evaluations demonstrate the effectiveness and practicality of our proposed dialogue system for real-life mental health support. Furthermore, the case study demonstrates that the dialogue system can predict the client's behaviors, select appropriate counselor strategies, and generate accurate and suitable responses.
Related benchmarks
| Task | Dataset | Result | Rank | |
|---|---|---|---|---|
| Emotional Support Dialogue | Emotional Support Dialogue Worst-case 1.0 (test) | Human-likeness2 | 17 | |
| Emotional Support Dialogue | Cooperative Emotional Support Dialogue Average-case | Human-likeness1.94 | 17 | |
| Multi-turn Psychological Counseling Dialogue Generation | CPsyCoun | ROUGE-127.96 | 16 | |
| Emotional Outcome Evaluation | PANAS Negative Attitude | Positive Affect Shift1.94 | 6 | |
| Emotional Outcome Evaluation | PANAS Neutral Attitude | Positive Affect Shift1.88 | 6 | |
| Psychological Counseling Dialogue Evaluation | Multi-response competition dataset | Total Upvotes541 | 6 | |
| Clinical Competence Assessment | CTRS | Understanding4.5 | 6 | |
| Emotional Outcome Evaluation | PANAS Positive Attitude | Positive Affect Shift1.9 | 6 |