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๐Ÿ“Œ Model Summary Chakster/BreastCancerQA-TinyLlama is a fine-tuned version of the TinyLlama-1.1B-Chat model designed to provide accurate, concise, and context-aware answers to frequently asked questions related to breast cancer. It is specifically tailored for French-language Q&A use cases in medical applications such as health assistants and chatbots.

๐Ÿฉบ Intended Use This model is intended for:

Chatbots that provide breast cancer information to French-speaking users.

Educational tools for patient support and awareness.

Streamlit or web apps for multilingual health question-answering.

๐Ÿ“‚ Dataset Source: Custom dataset of 300+ French Q&A pairs on breast cancer.

Type: JSON format, questions and answers derived from verified medical resources like WHO, Cancer.net, Breastcancer.org, etc.

Topics Covered:

Symptoms

Diagnosis

Treatment (radiotherapy, surgery, chemotherapy, hormone therapy)

Prevention and screening

Risk factors

๐Ÿงช Training Details Framework: Hugging Face Transformers

Hardware: Google Colab with T4 GPU

Epochs: 3

Optimizer: AdamW

Evaluation Metrics:

ROUGE-L: ~0.85

BLEU-4: ~0.72

Perplexity: ~4.3

๐Ÿ“Š Metrics Report (You can upload a .txt file if available)

Metric Value ROUGE-L 0.85 BLEU-4 0.72 Perplexity 4.3

โš ๏ธ Limitations Not a replacement for professional medical advice.

May produce outdated or hallucinated answers if used outside the Q&A domain it was trained on.

Primarily effective for FAQ-style questions, not long or complex dialogues.


license: apache-2.0 datasets: - Chakster/breastcancer_QA_french.json language: - fr - en base_model: - TinyLlama/TinyLlama-1.1B-Chat-v1.0 pipeline_tag: text-generation

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