CoolFace
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rawsun00001/banking-sms-json-parser-v8

sourceHugging Facemitupdated 1y agoView on Hugging Face
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Model Card

Banking SMS JSON Parser V8

Advanced AI model that converts Indian banking SMS messages into structured JSON format.

Features

  • ✅ Detects transaction vs non-transaction messages
  • ✅ Extracts amount, date, transaction type, last 4 digits
  • ✅ Categorizes transactions into 32+ categories
  • ✅ Handles unknown merchants with "Other" category
  • ✅ Supports UPI, NEFT, RTGS, Card transactions
  • ✅ 60,000+ training samples with realistic Indian banking patterns

Usage

Training Data

  • 60,000 training samples
  • 6,000 validation samples
  • 75% transaction, 25% non-transaction messages
  • Realistic Indian banking SMS patterns
  • Major Indian banks: ICICI, HDFC, SBI, Kotak, Axis, BOB, YES, etc.

Performance

Optimized for high accuracy on real-world Indian banking SMS messages with proper category classification and transaction detection.