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+---
+tags:
+- chatbot
+- evaluation
+- first-aid
+license: mit
+---
+
+# 🏥 First Aid Assistant - Evaluation Results
+
+This repository contains the **evaluation results** for the `First Aid Assistant` chatbot, tested on **10 first-aid-related questions**.
+
+## 📊 Evaluation Metrics
+The chatbot's responses were evaluated using **Precision, Recall, F1 Score, and Cosine Similarity**.
+
+| Metric    | Score  |
+|-----------|--------|
+| Precision | **1.00** |
+| Recall    | **1.00** |
+| F1 Score  | **1.00** |
+
+> 🔍 Full evaluation results are available in **[`evaluation_results.txt`](./evaluation_results.txt)**.
+
+## 📈 Evaluation Visualization
+Below is a graphical representation of the chatbot’s performance.
+
+![Evaluation Graph](./evaluation_plot.png)
+
+---
+
+## 📖 **Evaluation Method**
+- Used **TF-IDF + Cosine Similarity** to compare chatbot responses with expected answers.
+- Evaluated on **10 first-aid-related questions** covering:
+  - High fever in infants
+  - Low blood sugar treatment
+  - First-aid steps for burns, seizures, choking, etc.
+- **Expected answers** were sourced from medical literature.
+
+---
+
+## 📥 **Download & Re-Evaluate**
+You can **re-evaluate the chatbot** by running the following:
+
+```
+git clone https://huggingface.co/DrSyedFaizan/First_Aid_Assistant_Evaluation
+cd First_Aid_Assistant_Evaluation
+python eval.py  # Runs evaluation on the chatbot
+```
+
+## 📌 **Author**
+👨‍⚕ **Dr. Syed Faizan** | 🏥 Healthcare AI & Data Science  
+🔗 **Hugging Face Repo**: [First_Aid_Assistant_Evaluation](https://huggingface.co/DrSyedFaizan/First_Aid_Assistant_Evaluation)
+