mistral7b_ocr_to_json_v1
| Property | Value |
|---|---|
| Parameter Count | 7.24B |
| License | Apache 2.0 |
| Tensor Type | BF16 |
| Author | mychen76 |
What is mistral7b_ocr_to_json_v1?
mistral7b_ocr_to_json_v1 is a specialized language model fine-tuned on the Mistral-7B-v0.1 architecture, designed specifically for converting OCR text output into structured JSON objects. This model bridges the gap between OCR engines and structured data processing, particularly excelling in processing receipts and invoices.
Implementation Details
The model leverages the powerful Mistral-7B architecture, which has demonstrated superior performance compared to Llama 2 13B across various benchmarks. It's optimized for processing OCR text outputs and can be implemented using both full precision and 4-bit quantization for efficient deployment.
- Built on Mistral-7B-v0.1 architecture
- Supports 4-bit quantization for efficient deployment
- Includes built-in support for PyTorch and Transformers library
- Optimized for OCR text to JSON conversion tasks
Core Capabilities
- Accurate parsing of OCR text from receipts and invoices
- Structured JSON output generation
- Support for multiple languages including English and German
- Handles complex receipt formats with items, prices, and modifiers
- Maintains high accuracy in text recognition and structure preservation
Frequently Asked Questions
Q: What makes this model unique?
This model uniquely combines OCR processing capabilities with structured data generation, specifically optimized for receipt and invoice processing. It bridges the gap between raw OCR output and structured JSON data, making it invaluable for automated document processing systems.
Q: What are the recommended use cases?
The model is ideal for processing receipts, invoices, and similar documents where structured data extraction is needed. It's particularly useful in retail, accounting, and expense management systems where automated processing of paper documents is required.
