AI article
How a 270M-parameter model on your phone turns a dictated note into contacts
Community description: Circles is a birthday reminder built around people’s circles: a friend, their partner, their kids,...
Dev.to | Oct 22, 2026 | Valentin Telegin
Automated excerpt
Gemma 4 E2B + instruction and examples: 17 of 30 held-out notes fully right, 10. 7 s per note (GPU) Gemma 3 270M, fine-tuned: 21 of 30 held-out notes fully right, 1. 0 s per note (CPU) Every improvement came from the generator, not from the training code. Adding two- and three-sentence notes took a multi-sentence test from 5 to 17 of 24 notes fully right. The current model gets 14 of 15 real dictated notes and 24 of 24 “spoken” test notes fully right.
Selected automatically from source text; not independently written or fact-checked. Read the original for full context.