TherapyProbe: Generating Design Knowledge for Relational Safety in Mental Health Chatbots Through Adversarial Simulation
Fuente:
arXiv
Saved in:
| Main Authors: | Chandra, Joydeep, Navneet, Satyam Kumar, Zhang, Yong |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
When AI Writes, Whose Voice Remains? Quantifying Cultural Marker Erasure Across World English Varieties in Large Language Models
by: Navneet, Satyam Kumar, et al.
Published: (2026)
by: Navneet, Satyam Kumar, et al.
Published: (2026)
The Topology of Recovery: Using Persistent Homology to Map Individual Mental Health Journeys in Online Communities
by: Chandra, Joydeep, et al.
Published: (2026)
by: Chandra, Joydeep, et al.
Published: (2026)
Orchestrating Attention: Bringing Harmony to the 'Chaos' of Neurodivergent Learning States
by: Navneet, Satyam Kumar, et al.
Published: (2026)
by: Navneet, Satyam Kumar, et al.
Published: (2026)
GazeFlow: Personalized Ambient Soundscape Generation for Passive Strabismus Self-Monitoring
by: Chandra, Joydeep, et al.
Published: (2026)
by: Chandra, Joydeep, et al.
Published: (2026)
Plural Voices, Single Agent: Towards Inclusive AI in Multi-User Domestic Spaces
by: Chandra, Joydeep, et al.
Published: (2025)
by: Chandra, Joydeep, et al.
Published: (2025)
Building Trust in Mental Health Chatbots: Safety Metrics and LLM-Based Evaluation Tools
by: Park, Jung In, et al.
Published: (2024)
by: Park, Jung In, et al.
Published: (2024)
MHSafeEval: Role-Aware Interaction-Level Evaluation of Mental Health Safety in Large Language Models
by: Lee, Suhyun, et al.
Published: (2026)
by: Lee, Suhyun, et al.
Published: (2026)
The Typing Cure: Experiences with Large Language Model Chatbots for Mental Health Support
by: Song, Inhwa, et al.
Published: (2024)
by: Song, Inhwa, et al.
Published: (2024)
Supporting Student Decisions on Learning Recommendations: An LLM-Based Chatbot with Knowledge Graph Contextualization for Conversational Explainability and Mentoring
by: Abu-Rasheed, Hasan, et al.
Published: (2024)
by: Abu-Rasheed, Hasan, et al.
Published: (2024)
A Piece of Theatre: Investigating How Teachers Design LLM Chatbots to Assist Adolescent Cyberbullying Education
by: Hedderich, Michael A., et al.
Published: (2024)
by: Hedderich, Michael A., et al.
Published: (2024)
Exploring Socio-Cultural Challenges and Opportunities in Designing Mental Health Chatbots for Adolescents in India
by: Sehgal, Neil K. R., et al.
Published: (2025)
by: Sehgal, Neil K. R., et al.
Published: (2025)
Designing and Evaluating Multi-Chatbot Interface for Human-AI Communication: Preliminary Findings from a Persuasion Task
by: Yoon, Sion, et al.
Published: (2024)
by: Yoon, Sion, et al.
Published: (2024)
ShareChat: A Dataset of Chatbot Conversations in the Wild
by: Yan, Yueru, et al.
Published: (2025)
by: Yan, Yueru, et al.
Published: (2025)
AI Chatbots for Mental Health: Values and Harms from Lived Experiences of Depression
by: Yoo, Dong Whi, et al.
Published: (2025)
by: Yoo, Dong Whi, et al.
Published: (2025)
A Checklist for Trustworthy, Safe, and User-Friendly Mental Health Chatbots
by: Haran, Shreya, et al.
Published: (2026)
by: Haran, Shreya, et al.
Published: (2026)
EmoAgent: Assessing and Safeguarding Human-AI Interaction for Mental Health Safety
by: Qiu, Jiahao, et al.
Published: (2025)
by: Qiu, Jiahao, et al.
Published: (2025)
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support
by: De Grandi, Alessandro, et al.
Published: (2024)
by: De Grandi, Alessandro, et al.
Published: (2024)
Understanding Learner-LLM Chatbot Interactions and the Impact of Prompting Guidelines
by: Koyuturk, Cansu, et al.
Published: (2025)
by: Koyuturk, Cansu, et al.
Published: (2025)
Mapping Caregiver Needs to AI Chatbot Design: Strengths and Gaps in Mental Health Support for Alzheimer's and Dementia Caregivers
by: Shi, Jiayue Melissa, et al.
Published: (2025)
by: Shi, Jiayue Melissa, et al.
Published: (2025)
Mixed-Precision Information Bottlenecks for On-Device Trait-State Disentanglement in Bipolar Agitation Detection
by: Chandra, Joydeep
Published: (2026)
by: Chandra, Joydeep
Published: (2026)
TheraGen: Therapy for Every Generation
by: Doshi, Kartikey, et al.
Published: (2024)
by: Doshi, Kartikey, et al.
Published: (2024)
Designing Mental-Health Chatbots for Indian Adolescents: Mixed-Methods Evidence, a Boundary-Object Lens, and a Design-Tensions Framework
by: Sehgal, Neil K. R., et al.
Published: (2025)
by: Sehgal, Neil K. R., et al.
Published: (2025)
Can AI Have a Personality? Prompt Engineering for AI Personality Simulation: A Chatbot Case Study in Gender-Affirming Voice Therapy Training
by: Jackson, Tailon D., et al.
Published: (2025)
by: Jackson, Tailon D., et al.
Published: (2025)
MindGuard: Towards Accessible and Sitgma-free Mental Health First Aid via Edge LLM
by: Ji, Sijie, et al.
Published: (2024)
by: Ji, Sijie, et al.
Published: (2024)
LLM Spirals of Delusion: A Benchmarking Audit Study of AI Chatbot Interfaces
by: Kirgis, Peter, et al.
Published: (2026)
by: Kirgis, Peter, et al.
Published: (2026)
Mitigating Harmful Erraticism in LLMs Through Dialectical Behavior Therapy Based De-Escalation Strategies
by: Rangarajan, Pooja, et al.
Published: (2025)
by: Rangarajan, Pooja, et al.
Published: (2025)
SouLLMate: An Application Enhancing Diverse Mental Health Support with Adaptive LLMs, Prompt Engineering, and RAG Techniques
by: Guo, Qiming, et al.
Published: (2024)
by: Guo, Qiming, et al.
Published: (2024)
An Offline Mobile Conversational Agent for Mental Health Support: Learning from Emotional Dialogues and Psychological Texts with Student-Centered Evaluation
by: A, Vimaleswar, et al.
Published: (2025)
by: A, Vimaleswar, et al.
Published: (2025)
Mental Health Impacts of AI Companions: Triangulating Social Media Quasi-Experiments, User Perspectives, and Relational Theory
by: Yuan, Yunhao, et al.
Published: (2025)
by: Yuan, Yunhao, et al.
Published: (2025)
Comparing the Efficacy of GPT-4 and Chat-GPT in Mental Health Care: A Blind Assessment of Large Language Models for Psychological Support
by: Moell, Birger
Published: (2024)
by: Moell, Birger
Published: (2024)
Prompt Engineering a Schizophrenia Chatbot: Utilizing a Multi-Agent Approach for Enhanced Compliance with Prompt Instructions
by: Waaler, Per Niklas, et al.
Published: (2024)
by: Waaler, Per Niklas, et al.
Published: (2024)
An AI-Powered Research Assistant in the Lab: A Practical Guide for Text Analysis Through Iterative Collaboration with LLMs
by: Carmona-Díaz, Gino, et al.
Published: (2025)
by: Carmona-Díaz, Gino, et al.
Published: (2025)
HealthGenie: Empowering Users with Healthy Dietary Guidance through Knowledge Graph and Large Language Models
by: Gao, Fan, et al.
Published: (2025)
by: Gao, Fan, et al.
Published: (2025)
From "Help" to Helpful: A Hierarchical Assessment of LLMs in Mental e-Health Applications
by: Steigerwald, Philipp, et al.
Published: (2026)
by: Steigerwald, Philipp, et al.
Published: (2026)
Mind the Style: Impact of Communication Style on Human-Chatbot Interaction
by: Derner, Erik, et al.
Published: (2026)
by: Derner, Erik, et al.
Published: (2026)
Facilitating Self-Guided Mental Health Interventions Through Human-Language Model Interaction: A Case Study of Cognitive Restructuring
by: Sharma, Ashish, et al.
Published: (2023)
by: Sharma, Ashish, et al.
Published: (2023)
Exploring the Efficacy of Large Language Models in Summarizing Mental Health Counseling Sessions: A Benchmark Study
by: Adhikary, Prottay Kumar, et al.
Published: (2024)
by: Adhikary, Prottay Kumar, et al.
Published: (2024)
Generative Framework for Personalized Persuasion: Inferring Causal, Counterfactual, and Latent Knowledge
by: Zeng, Donghuo, et al.
Published: (2025)
by: Zeng, Donghuo, et al.
Published: (2025)
PAIR-SAFE: A Paired-Agent Approach for Runtime Auditing and Refining AI-Mediated Mental Health Support
by: Kim, Jiwon, et al.
Published: (2026)
by: Kim, Jiwon, et al.
Published: (2026)
MentalChat16K: A Benchmark Dataset for Conversational Mental Health Assistance
by: Xu, Jia, et al.
Published: (2025)
by: Xu, Jia, et al.
Published: (2025)
Similar Items
-
When AI Writes, Whose Voice Remains? Quantifying Cultural Marker Erasure Across World English Varieties in Large Language Models
by: Navneet, Satyam Kumar, et al.
Published: (2026) -
The Topology of Recovery: Using Persistent Homology to Map Individual Mental Health Journeys in Online Communities
by: Chandra, Joydeep, et al.
Published: (2026) -
Orchestrating Attention: Bringing Harmony to the 'Chaos' of Neurodivergent Learning States
by: Navneet, Satyam Kumar, et al.
Published: (2026) -
GazeFlow: Personalized Ambient Soundscape Generation for Passive Strabismus Self-Monitoring
by: Chandra, Joydeep, et al.
Published: (2026) -
Plural Voices, Single Agent: Towards Inclusive AI in Multi-User Domestic Spaces
by: Chandra, Joydeep, et al.
Published: (2025)