# turtlesoupy/this-word-does-not-exist

This Word Does Not Exist

Repository: https://github.com/turtlesoupy/this-word-does-not-exist
Canonical: https://ross.abutalabs.com/products/this-word-does-not-exist
Homepage: https://www.thisworddoesnotexist.com
Language: Python
License: MIT
License Family: permissive
Topics: machine-learning, gpt-2, transformers, natural-language-processing, natural-language-understanding, natural-language-generation
Last push: 2026-06-17T15:37:19+00:00

## Health v2 (maintenance only)
Score: 72/100 (v2, computed 2026-09-02T17:46:02.011165+00:00)
- activity 88, release rhythm 35, longevity 100
- inputs: {"age_days": 2368, "days_push": 77, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: no_releases
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 1023, forks 85 (observed 2026-08-28T04:03:16.291551+00:00)

## What it is
A project that trains a GPT-2 variant to invent fake English words with generated definitions and example sentences, powering the thisworddoesnotexist.com website and a Twitter bot. It includes pretrained models, inference code, and training scripts for building your own word-generation model.

## Use cases
- generate made-up words with definitions using a language model
- create a word-of-the-day bot for twitter
- fine-tune gpt-2 on a dictionary dataset
- build a fun nlp demo website
- generate a definition for an invented word
- reverse-generate a word from a given definition

## When to choose
- you want a playful text-generation demo or bot built on GPT-2
- you want pretrained models plus training scripts for dictionary-style generation
- you want a small end-to-end example of training, inference, and web deployment

## When to avoid
- you need production-grade, factual language generation
- you need modern large language models rather than GPT-2-era transformers
- you need multilingual or non-English word generation

## Facets
- artifact type: application
- maturity: maintenance
- function: machine-learning, nlp, llm-inference, llm-training, http-server, chatbot
- domain: machine-learning, deep-learning, large-language-models, web-development
- platform: python, cross-platform
- tags: gpt-2, transformers, text-generation, dictionary, twitter-bot, fun-project, language-model, natural-language-processing, web-server

## Member repositories
- turtlesoupy/this-word-does-not-exist (main) score 72

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:03:16.291551+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T07:08:40.147174+00:00, confidence not recorded.
  - readme: https://github.com/turtlesoupy/this-word-does-not-exist (fetched 2026-08-28T04:03:16.291551+00:00, sha 0844ceb91e29)
  - homepage: https://www.thisworddoesnotexist.com (fetched 2026-08-29T13:08:54.726823+00:00, sha 627451a99b01)
- Data as of 2026-08-30T08:39:29.467469+00:00.