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complete.io, Hinglish sentences completed for you

Type the start of a message the way you would text it. A small GPT-2 model, fine tuned on casual Hinglish, suggests the next word and finishes the sentence. It is a student project, built to see how far a small model can go on real chat style text.

The model

Base model
l3cube-pune/hing-gpt
Fine tuned on
Casual Hinglish chat text
Eval perplexity
10.79
Vocabulary
30,523 tokens

How it works

  1. You type a half message.
  2. Our server checks and cleans the text, then asks the model server.
  3. The model ranks next words or samples a few endings.
  4. You pick, edit and copy. Nothing is sent to anyone else.

Honest limits

  • It is a small model. Some lines will be odd, repetitive or off topic.
  • It has no real control over tone. Creativity only changes how adventurous the word choice is.
  • Hindi in Devanagari is not live yet. It needs its own model.
  • Because it learned from casual chat text, it can echo rude or biased phrasing. Read before you send.

Privacy and security

  • No accounts and no tracking scripts.
  • Your text is used for one request and is not stored or logged on the server.
  • History and saved phrases stay in your browser and you can erase them in Settings.
  • The model server only accepts calls from this site, with rate limits and size limits.