mlsanityData to 14 Oct 2026

Chatbots for Mental Health Support: Exploring the Impact of Emohaa on Reducing Mental Distress in China

arXiv 2209.10183 ↗First posted 21 Sep 2022cs.CL cs.HCcited by 17

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Abstract (arXiv)

The growing demand for mental health support has highlighted the importance of conversational agents as human supporters worldwide and in China. These agents could increase availability and reduce the relative costs of mental health support. The provided support can be divided into two main types: cognitive and emotional support. Existing work on this topic mainly focuses on constructing agents that adopt Cognitive Behavioral Therapy (CBT) principles. Such agents operate based on pre-defined templates and exercises to provide cognitive support. However, research on emotional support using such agents is limited. In addition, most of the constructed agents operate in English, highlighting the importance of conducting such studies in China. In this study, we analyze the effectiveness of Emohaa in reducing symptoms of mental distress. Emohaa is a conversational agent that provides cognitive support through CBT-based exercises and guided conversations. It also emotionally supports users by enabling them to vent their desired emotional problems. The study included 134 participants, split into three groups: Emohaa (CBT-based), Emohaa (Full), and control. Experimental results demonstrated that compared to the control group, participants who used Emohaa experienced considerably more significant improvements in symptoms of mental distress. We also found that adding the emotional support agent had a complementary effect on such improvements, mainly depression and insomnia. Based on the obtained results and participants' satisfaction with the platform, we concluded that Emohaa is a practical and effective tool for reducing mental distress.

Key facts. Cited by 17 papers in the map (data through 14 Oct 2026). Builds on 11 of its 79 references that are in the map. First posted on arXiv 21 Sep 2022.

Builds on

11 of 79 references.

References · 11

  1. 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,372
  2. 2021Towards Emotional Support Dialog Systemscited by 299
  3. 2021Beyond Goldfish Memory: Long-Term Open-Domain Conversationcited by 267
  4. 2021CEM: Commonsense-aware Empathetic Response Generationcited by 89
  5. 2022MISC: A MIxed Strategy-Aware Model Integrating COMET for Emotional Support Conversationcited by 85
  6. 2019Personalized Dialogue Generation with Diversified Traitscited by 74
  7. 2022Control Globally, Understand Locally: A Global-to-Local Hierarchical Graph Network for Emotional Support Conversationcited by 56
  8. 2020On the State of Social Media Data for Mental Health Researchcited by 32
  9. 2022EVA2.0: Investigating Open-Domain Chinese Dialogue Systems with Large-Scale Pre-Trainingcited by 31
  10. 2021Transferable Persona-Grounded Dialogues via Grounded Minimal Editscited by 10
  11. 2021Emily: Developing An Emotion-affective Open-Domain Chatbot with Knowledge Graph-based Personacited by 1

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2022: 1; 2023: 3; 2024: 5; 2025: 5; 2026: 3.

17 papers.

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  1. 2024EmoBench: Evaluating the Emotional Intelligence of Large Language Modelscited by 53
  2. 2022PAL: Persona-Augmented Emotional Support Conversation Generationcited by 39
  3. 2023LLM-empowered Chatbots for Psychiatrist and Patient Simulation: Application and Evaluationcited by 34
  4. 2023Task-Adaptive Tokenization: Enhancing Long-Form Text Generation Efficacy in Mental Health and Beyondcited by 23
  5. 2024LLM-based Conversational AI Therapist for Daily Functioning Screening and Psychotherapeutic Intervention via Everyday Smart Devicescited by 21
  6. 2025Human Decision-making is Susceptible to AI-driven Manipulationcited by 19
  7. 2025AI Chatbots for Mental Health: Values and Harms from Lived Experiences of Depressioncited by 13
  8. 2025Interpersonal Memory Matters: A New Task for Proactive Dialogue Utilizing Conversational Historycited by 10
  9. 2025DiaCBT: A Long-Periodic Dialogue Corpus Guided by Cognitive Conceptualization Diagram for CBT-based Psychological Counselingcited by 4
  10. 2026PatientHub: A Unified Framework for Patient Simulationcited by 4
  11. 2023Dynamic Strategy Chain: Dynamic Zero-Shot CoT for Long Mental Health Support Generationcited by 3
  12. 2025Psy-Copilot: Visual Chain of Thought for Counselingcited by 3
5 more
  1. 2024A Generic Review of Integrating Artificial Intelligence in Cognitive Behavioral Therapycited by 2
  2. 2024Think out Loud: Emotion Deducing Explanation in Dialoguescited by 1
  3. 2026PatientAct: Theory-Grounded Mental Health Client Simulationcited by 1
  4. 2024CAPE: A Chinese Dataset for Appraisal-based Emotional Generation using Large Language Modelscited by 0
  5. 2026Disrupted Companionship: A Risk Assessment Framework and Cross-Platform Quantitative Analysis of Psychosocial Responses to AI Companion Disruptionscited by 0