Update app.py

app.py

@@ -451,22 +451,7 @@ with gr.Blocks(
     theme=gr.themes.Soft()
 ) as demo:
     
-    gr.Markdown("""
-    # 🔧 Fixed Multi-Agent Hate Speech Detection System
     
-    **Corrected Logic & Optimized Performance**
-    
-    🔍 **Detection Agent** - Your fine-tuned DistilBERT with **fixed label interpretation**  
-    📊 **Sentiment Agent** - Twitter-RoBERTa for emotional context  
-    🛡️ **Moderation Agent** - Fast template-based analysis  
-    💬 **Counter-Speech Agent** - Educational template responses  
-    
-    **🔧 Key Fixes Applied:**
-    - ✅ **Corrected label mapping** (LABEL_0 vs LABEL_1)
-    - ⚡ **Optimized performance** (<5 seconds vs 260 seconds)
-    - 🎯 **Accurate classification** of positive/negative content
-    - 📊 **Clear confidence scoring** with hate vs normal breakdown
-    """)
     
     with gr.Row():
         with gr.Column(scale=2):
@@ -519,29 +504,6 @@ with gr.Blocks(
             visible=True
         )
     
-    gr.Markdown("""
-    ## 🔧 What Was Fixed
-    
-    ### 🎯 **Label Mapping Issue**
-    - **Problem**: System was interpreting labels backwards
-    - **Solution**: Added model testing to determine correct mapping
-    - **Result**: Positive text now correctly classified as safe
-    
-    ### ⚡ **Performance Optimization**
-    - **Problem**: 260+ second processing time
-    - **Solution**: Removed heavy FLAN-T5 models, used templates
-    - **Result**: <5 second response time
-    
-    ### 📊 **Transparency Improvements**
-    - **Added**: Hate vs Normal score breakdown
-    - **Added**: Model label mapping display
-    - **Added**: Clear confidence metrics
-    
-    ### 🛡️ **Reliability Enhancements**
-    - **Better error handling** for model loading
-    - **Fallback mechanisms** for failed components
-    - **Comprehensive logging** for debugging
-    """)
     
     # Event handlers
     analyze_btn.click(