anuragpdy92/content-moderation-sportsbet-demo

🛡️ Content Moderation System

AI-powered content moderation for betting and gambling comments using DeBERTa v3.

Features

• —Real-time content analysis with DeBERTa v3
• —7 violation categories detection
• —Confidence scoring with risk levels
• —Category-wise performance analytics
• —Export predictions for model retraining

Categories

1. 1.Contextual Mental Health Risk - Content suggesting mental health concerns
2. 2.Financial Risk Narrative - Content about financial losses or risky betting
3. 3.Neutral_Non_Violating - Safe content with no violations
4. 4.No Glorification / Over-Exaggeration - Content glorifying wins
5. 5.No Underage or Youth Appeal - Content that might appeal to minors
6. 6.Pressure to Increase Betting - Content pressuring users to bet more
7. 7.Responsible Gambling & Risk Denial - Content downplaying risks

Usage

1. 1.Enter a betting/gambling comment
2. 2.Select the true category (for evaluation)
3. 3.Click "Analyze Comment"
4. 4.View predictions and detailed analytics

Model

• —Architecture: DeBERTa v3 (86M parameters)
• —Training: Australian betting/gambling comments
• —Loss Function: Contrastive Loss
• —Version: v1

Developed for Sportsbet (Flutter Entertainment)