Update README.md

README.md

@@ -3,11 +3,13 @@ language:
 - en
 license: mit
 tags:
-- medical-coding
 - healthcare
 - nlp
-- text-classification
 - generation
+- medical
+- medical-coding
+- text-classification
+- medical-billing
 datasets:
 - medical-coding-corpus
 metrics:
@@ -30,6 +32,8 @@ model-index:
       value: 85
       name: Accuracy
       verified: true
+base_model:
+- microsoft/Phi-3-mini-4k-instruct
 ---
 
 # Rayyan Medical Coding Model
@@ -89,41 +93,6 @@ This model addresses the critical need for efficient, accurate medical coding in
 
 ## Model Architecture
 
-```mermaid
-graph TD
-    A[Input: Clinical Text] --> B[Tokenizer]
-    B --> C[Rayyan Medical Coding Model]
-    C --> D{Three-Stage Processing}
-    
-    D --> E[Generation Stage]
-    D --> F[Review Stage] 
-    D --> G[Validation Stage]
-    
-    E --> H[Code Extraction]
-    F --> I[Quality Assessment]
-    G --> J[Validation & Approval]
-    
-    H --> K[ICD-10 Codes]
-    H --> L[CPT Codes] 
-    H --> M[HCPCS Codes]
-    
-    I --> N[Confidence Scoring]
-    J --> O[Approved Codes Output]
-    
-    N --> O
-    K --> O
-    L --> O
-    M --> O
-    
-    O --> P[Structured JSON Output]
-    
-    style A fill:#e1f5fe
-    style C fill:#f3e5f5
-    style D fill:#e8f5e8
-    style O fill:#fff3e0
-    style P fill:#fce4ec
-```
-
 ### Architecture Components
 
 #### **1. Input Processing Layer**
@@ -352,7 +321,8 @@ If you use this model in your research, please cite:
 
 - **Issues**: [GitHub Issues](https://github.com/RayyanAhmed9477/med-coding/issues)
 - **Documentation**: [Model Card](RayyanAhmed9477/med-coding)
-- **Email**: rayyan.ahmed@example.com
+- **Email**: rayyanahmed265@yahoo.com
+- **GitHub** : www.github.com/Rayyan9477
 
 ---