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@CAS-SIAT-XinHai

CAS-SIAT-XinHai

🌊 XinHai · 心海

Shenzhen Key Laboratory for High Performance Data Mining
Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences

心系智能,海纳百川 — Where AI Meets the Mind

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🔥News


🔬 Research Areas

We develop trustworthy and human-centered AI systems, with a focus on:

🧠 AI for Mental Health

Empathetic dialogue systems, psychological counseling, and suicide risk assessment

💊 Medication Safety

Evaluating and improving LLM reliability in clinical decision-making

⚖️ LLM Alignment

Value alignment, safety evaluation, and reasoning enhancement

🤖 Multi-Agent Systems

Multimodal agent simulation, cooperation, and evolution


🏆 Featured Projects

🧠 AI for Mental Health

Project Venue Description Stars
CPsyCoun ACL 2024 Report-based Multi-turn Dialogue Reconstruction and Evaluation for Chinese Psychological Counseling Stars
CascadeRCG WWW 2025 Retrieval-Augmented Generation for Online Mental Health Support Stars
APTNESS CIKM 2024 Appraisal Theory and Emotion Support Strategies for Empathetic Response Generation Stars
CPsyExam COLING 2025 Chinese Benchmark for Evaluating Psychology using Examinations Stars

💊 Medication Safety & Medical AI

Project Venue Description Stars
RxSafeBench BIBM 2025 Identifying Medication Safety Issues of LLMs in Simulated Consultation Stars
CollectiveSFT Scaling LLMs for Chinese Medical Benchmark with Collective Instructions Stars

⚖️ LLM Reasoning & Alignment

Project Venue Description Stars
NUMCoT ACL 2024 Numerals and Units of Measurement in Chain-of-Thought Reasoning Stars

🤖 Multi-Agent & Network Science

Project Venue Description Stars
XinHaiAgents Sea of Minds: Multimodal Multi-agent Simulation and Evolution Stars

📚 Resources

Project Description Stars
awesome-ai-mental-health 📖 Curated list of AI for Mental Health resources Stars

📊 Publication Venues

ACL EMNLP WWW CIKM AAAI COLING LREC BIBM


👥 Team

We are part of the Shenzhen Key Laboratory for High Performance Data Mining at SIAT, Chinese Academy of Sciences.


🌟 How to Contribute

We welcome collaboration and contributions! If you're interested in:

  • 🧠 AI for mental health and emotional support
  • 💊 Medication safety and clinical AI
  • ⚖️ LLM alignment and safety evaluation
  • 🤖 Multi-agent systems

Feel free to open an issue or reach out via email.

🙋‍♀️About Us

We are from Min's Group at CAS-SIAT.


⭐ If you find our work useful, please consider giving us a star! ⭐

© 2024-2026 CAS-SIAT-XinHai | Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences

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  1. CPsyCoun CPsyCoun Public

    [ACL 2024] CPsyCoun: A Report-based Multi-turn Dialogue Reconstruction and Evaluation Framework for Chinese Psychological Counseling

    Jupyter Notebook 227 24

  2. CPsyExam CPsyExam Public

    [COLING 2025] CPsyExam: A Chinese Benchmark for Evaluating Psychology using Examinations

    Python 8 1

  3. NUMCoT NUMCoT Public

    [ACL 2024] NUMCoT: Numerals and Units of Measurement in Chain-of-Thought Reasoning using Large Language Models

    Python 4

  4. APTNESS APTNESS Public

    [CIKM 2024] Incorporating Appraisal Theory and Emotion Support Strategies for Empathetic Response Generation

    Python 6

  5. CascadeRCG CascadeRCG Public

    [WWW 2025] CascadeRCG: Enhancing Professionalism and Knowledgeability of Large Language Models in Online Mental Health Support

    Python 4

  6. RxSafeBench RxSafeBench Public

    [BIBM 2025] RxSafeBench: Identifying Medication Safety Issues of Large Language Models in Simulated Consultation

    2

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