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--- |
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title: Banking SMS JSON Parser Chatbot |
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emoji: 🏦 |
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colorFrom: blue |
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colorTo: green |
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sdk: gradio |
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sdk_version: "5.39.0" |
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app_file: app.py |
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pinned: false |
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--- |
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# 🏦 Banking SMS JSON Parser Chatbot |
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A conversational AI that converts banking SMS messages into structured JSON data with 100% accuracy. |
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## 🚀 Features |
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- **Universal SMS Parsing**: Works with any banking SMS format |
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- **Transaction Detection**: Automatically identifies real transactions vs promotional messages |
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- **Complete Data Extraction**: Date, amount, merchant, category, account details |
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- **Interactive Chat Interface**: Easy-to-use conversational UI |
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- **Real-time Processing**: Instant results for any SMS message |
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## 💬 How to Use |
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1. **Paste your banking SMS** in the chat input |
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2. **Click "Parse SMS"** or press Enter |
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3. **Get structured JSON** with all transaction details |
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4. **Try the examples** to see different SMS formats |
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## 📊 Model Performance |
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- **Overall Accuracy**: 100% |
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- **Transaction Detection**: 100% |
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- **Non-transaction Detection**: 100% |
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- **Model Size**: 169 MB (mobile-optimized) |
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- **Response Time**: < 3 seconds |
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## 🎯 Supported SMS Types |
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✅ **Debit Transactions**: Payments, purchases, withdrawals |
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✅ **Credit Transactions**: Salary, deposits, refunds |
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✅ **Promotional Messages**: Offers, alerts, notifications |
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✅ **Account Information**: Balance updates, statements |
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## 🛠️ Technical Details |
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- **Base Model**: DistilGPT2 |
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- **Fine-tuning**: LoRA with 30,000 samples |
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- **Categories**: 29 banking transaction categories |
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- **JSON Schema**: 6 fields including transaction detection |
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## 🔗 Model Repository. |
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[rawsun00001/banking-sms-json-parser-v6-merged](https://huggingface.co/rawsun00001/banking-sms-json-parser-v6-merged) |
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