Nightjar Programming System
- Nightjar Programming System is a dual-purpose framework: one part enables natural language and Python code integration via a natural function interface, while the other masks identifiable social media data.
- It pioneers a shared program state mechanism that allows direct variable manipulation between LLMs and Python, reducing boilerplate and enhancing accuracy by up to 7 percentage points.
- The system demonstrates a practical trade-off by achieving perfect precision on URL and phone masking while highlighting challenges in NER performance for DII detection.
22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22 22 22 22 22^( 22 22^ 22 22 22 22 22 22 22 22 22 22^( 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^( 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22 22 22^ 22 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^( 22 22 22 22 22^ 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22^( 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22^( 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^( 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^( 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^( 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^( 22 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22^ 22^ 22 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^( 22 22 22 22 22^ 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22 22 22^ 22 22^( 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22^ 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22