Model reference · open weights
M1 is an open-weight language model from togethercomputer. 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
| Maker | togethercomputer |
|---|---|
| Type | Language models |
| Task | Text gen |
| Parameters (lead) | 3.4B |
| Context | 128k tokens |
| Runs with | transformers |
| Released | 2025-05-02 |
| Popularity | 1k downloads / month |
| Licence | Open weights |
About
This is the model is trained using paper, M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models.
| Model | AIME 2025 | AIME 2024 | MATH 500 | AMC 2023 | OlympiadBench |
|---|---|---|---|---|---|
| Qwen2.5-Math-7B-Instruct (Transformer) | – | 13.3 | 79.8 | 50.6 | 40.7 |
| rStar-Math-7B (Transformer) | – | 26.7 | 78.4 | 47.5 | 47.1 |
| Eurus-2-7B-PRIME (Transformer) | – | 26.7 | 79.2 | 57.8 | 42.1 |
| Qwen2.5-7B-SimpleRL (Transformer) | – | 26.7 | 82.4 | 62.5 | 43.3 |
| DeepSeek-R1-Distill-Qwen-1.5B (Transformer) | 23.0 | 28.8 | 82.8 | 62.9 | 43.3 |
| M1-3B (Mamba Hybrid Models) | 23.5 | 28.5 | 84.0 | 62.8 | 47.3 |
Code: https://github.com/jxiw/M1
@article{wang2025m1scalabletesttimecompute,
title={M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models},
author={Junxiong Wang and Wen-Ding Li and Daniele Paliotta and Daniel Ritter and Alexander M. Rush and Tri Dao},
journal={arXiv preprint arXiv:2504.10449},
year={2025},
url={https://arxiv.org/abs/2504.10449},
}From the published model card. Full card on the HuggingFace links in the sidebar.
Using it via the API
Once AxForge deploys m1 for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (m1 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":"m1","messages":[{"role":"user","content":"Hello"}]}'
Create an account — your API key is available in the console. 5M tokens/month currently included with every new account at launch.