Model reference · open weights
nld-100mb-after-nld_heavy_zipf-ckpt500_seed3407_seed3407 is an open-weight language model from fpadovani. AxForge deploys and operates it for you on dedicated EU-owned hardware — with the licence handled where one is required.
Available as managed deployment — configured and operated for you on dedicated EU hardware, quoted per deployment.
What it is
| Released by | fpadovani |
|---|---|
| Type | Language models |
| Task | Text gen |
| Parameters (lead) | 125M |
| Context | 512 tokens |
| Runs with | transformers |
| Based on | fpadovani/ppt-nld_heavy_zipf-100mb_seed3407 |
| Released | 2026-09-14 |
| Popularity | 945 downloads / month |
| Licence | Unknown |
About
This model is a fine-tuned version of fpadovani/ppt-nld_heavy_zipf-100mb_seed3407. It has been trained using TRL.
from transformers import pipeline
question = "If you had a time machine, but could only go to the past or the future once and never return, which would you choose and why?"
generator = pipeline("text-generation", model="fpadovani/nld-100mb-after-nld_heavy_zipf-ckpt500_seed3407_seed3407", device="cuda")
output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0]
print(output["generated_text"])
This model was trained with SFT.
Cite TRL as:
@misc{vonwerra2022trl,
title = {{TRL: Transformer Reinforcement Learning}},
author = {Leandro von Werra and Younes Belkada and Lewis Tunstall and Edward Beeching and Tristan Thrush and Nathan Lambert and Shengyi Huang and Kashif Rasul and Quentin Gallou{\'e}dec},
year = 2020,
journal = {GitHub repository},
publisher = {GitHub},
howpublished = {\url{https://github.com/huggingface/trl}}
}
From the published model card. Full card on the HuggingFace links in the sidebar.
Using it via the API
Once AxForge deploys nld-100mb-after-nld-heavy-zipf-ckpt500-seed3407-seed3407 for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (nld-100mb-after-nld-heavy-zipf-ckpt500-seed3407-seed3407 below is illustrative; you get the exact model name on deployment.)
$ curl -sS https://api.axforge.ai/v1/chat/completions \
-H "Authorization: Bearer $AXFORGE_API_KEY" \
-H "Content-Type: application/json" \
-d '{"model":"nld-100mb-after-nld-heavy-zipf-ckpt500-seed3407-seed3407","messages":[{"role":"user","content":"Hello"}]}'
Create an account — your API key is available in the console. 3M free tokens every 30 days with every new account.