skiddieofficial/HealthModel_Qwen2.5-0.5B-Instruct

Model Overview

HealthModel_Qwen2.5-0.5B-Instruct is a fine-tuned version of Qwen/Qwen2.5-0.5B-Instruct, specifically trained to provide supportive and informative responses for mental health counseling conversations. This model is designed to assist users in seeking advice, coping strategies, and general guidance on mental well-being.

Fine-Tuning Details

This model has been further fine-tuned on the following datasets:

Amod/Mental Health Counseling Conversations: A dataset containing counseling conversations designed to support individuals struggling with mental health issues.

ZahrizhalAli/Mental Health Conversational Dataset: A dataset featuring mental health-related dialogues, aimed at enhancing conversational AI models for mental health support.

Model Usage

Loading the Model

To use the model, install transformers and torch if you haven’t already:

    pip install transformers torch
    
    Then, load the model and tokenizer:
    
    from transformers import AutoModelForCausalLM, AutoTokenizer
    
    tokenizer = AutoTokenizer.from_pretrained("your-hf-username/HealthModel_Qwen2.5-0.5B-Instruct")
    model = AutoModelForCausalLM.from_pretrained("your-hf-username/HealthModel_Qwen2.5-0.5B-Instruct")

Generating Responses

You can generate mental health counseling responses using:

messages = [ {"role": "system", "content": "You are a mental health counseling conversations agent, supporting and advising users on mental well-being."}, {"role": "user", "content": "I'm feeling very anxious lately. What can I do?"} ] text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)

model_inputs = tokenizer([text], return_tensors="pt").to(model.device) generated_ids = model.generate(**model_inputs, max_new_tokens=512) response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0] print(response)

Intended Use

This model is intended for research and mental health support applications. It can assist in providing general advice but is not a substitute for professional therapy. Users experiencing severe mental health issues should consult a licensed professional.

Limitations & Ethical Considerations

The model may not always provide accurate or appropriate advice for severe mental health concerns.

The responses are generated based on training data and may not fully reflect human-like empathy and understanding.

Users should verify critical advice with qualified professionals.

Acknowledgments

Special thanks to the creators of the datasets used in fine-tuning:

Amod

ZahrizhalAli

License

This model is released under the same licensing terms as the original Qwen2.5-0.5B-Instruct. Please refer to the original license for details.

Citation

If you use this model, please cite:

@misc{HealthModel_Qwen2.5, author = {Your Name or Organization}, title = {HealthModel_Qwen2.5-0.5B-Instruct}, year = {2025}, publisher = {Hugging Face}, url = {https://huggingface.co/your-hf-username/HealthModel_Qwen2.5-0.5B-Instruct} }