Core Text Preprocessing Implementation

- mlx-audio preprocessing inspirations
=  Improved unit abbreviation processing: Added
  dual-pattern matching for both numeric ("5g") and
  spelled-out numbers ("twelve point three grams")
- Restricted spelled-out number matching: Limited unit
  processing to actual number words to prevent false
  positives like "Italian in" → "Italian inches"

Author: Alex-Wengg