July 2026

Recent words become ranked suggestions

1
Read the last
three words
→
2
Look up likely
continuations
→
3
Return the best
three choices
  • Unknown three-word phrases back off to two words, one word, then overall frequency.
  • Interpolation prevents unseen phrases from receiving zero probability.
  • Precomputed context caches replace expensive scoring with a fast hash lookup.

Fast and compact, with measured accuracy

0.227 ms
batched prediction
187.5 KB
compressed model
1,000
untouched test events

Prediction is visible and interactive

One simple loop

  1. Type a phrase
  2. Review three suggestions
  3. Click to append a word
  4. Watch confidence and context update

Example: “one of the” predicts best, first, and new.

Invest in a product that keeps learning

What is ready

  • Public Shiny application
  • Validated cached prediction engine
  • Mobile-friendly interface
  • User and deployment guides

What comes next

  • Add domain-matched, consented text
  • Calibrate confidence against correctness
  • Personalize locally without retaining raw text

Try it now: https://franck-gbadamassi.shinyapps.io/next-word-lab/