JSON FORGE Framework
Formatted Output & Reliable Generation Engine
JSON FORGE revolutionizes structured data generation from LLMs by implementing a robust multi-stage process. Using two LLMs in sequence - one for data extraction and another for JSON transformation - combined with rigorous validation and retry mechanisms, it guarantees properly formatted JSON output even from models without native JSON support. This makes it invaluable for applications requiring structured data processing and rich visualizations.
Success rate in generating valid JSON structures
Percentage of outputs passing validation on first attempt
Successful integration with downstream systems
Adherence to specified JSON schemas
Framework Architecture
Data Extraction
LLM-1 identifies required data points based on structured instructions
JSON Formation
LLM-2 transforms data into specified JSON structure
Validation
Type-parser checks JSON integrity and structure
Retry Loop
Process repeats if validation fails
Key Benefits
Consistent data format across all outputs
Easy integration with existing systems
Type safety and validation guarantees
Rich visualization capabilities
Dynamic interface support
Interactive element generation
Reliable output with error handling
Automated validation and retry mechanisms