> ## Documentation Index
> Fetch the complete documentation index at: https://docs.tokenfactory.nebius.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Models for fine-tuning in Nebius Token Factory

> There are different models for fine-tuning and inference. The list of models for fine-tuning includes both instruct and non-instruct models, and is categorized by provider.  Deployment in Nebius Token Factory does not support all models for fine-tuning. For more information, see a list of available models.

<Note>
  **Note**\
  The context length for all fine-tuning models is 8k.
</Note>

## **DeepSeek**

| Name                                                                                                  | Supported fine-tuning type | License                                                                                          |
| :---------------------------------------------------------------------------------------------------- | :------------------------- | :----------------------------------------------------------------------------------------------- |
| deepseek-ai/DeepSeek-V3-0324<br />([Model card](https://huggingface.co/deepseek-ai/DeepSeek-V3-0324)) | Full fine-tuning           | [MIT License](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/mit.md) |

## Meta

Nebius Token Factory and the Meta models hosted in the service are built with Meta Llama 3.1 and 3.3. For more information, see the following Acceptable Use Policies:

* [Llama 3.1](https://llama.meta.com/llama3_1/use-policy/)
* [Llama 3.3](https://www.llama.com/llama3_3/use-policy/)

| Name                                                                                                               | Supported fine-tuning type | License                                                                                                               |
| ------------------------------------------------------------------------------------------------------------------ | -------------------------- | --------------------------------------------------------------------------------------------------------------------- |
| meta-llama/Llama-3.2-1B-Instruct<br />([Model card](https://huggingface.co/meta-llama/Llama-3.2-1B-Instruct))      | LoRA and full fine-tuning  | [Llama 3.2 Community License Agreement](https://huggingface.co/meta-llama/Llama-3.2-1B/blob/main/LICENSE.txt)         |
| meta-llama/Llama-3.2-3B-Instruct<br />([Model card](https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct))      | LoRA and full fine-tuning  | [Llama 3.2 Community License Agreement](https://huggingface.co/meta-llama/Llama-3.2-1B/blob/main/LICENSE.txt)         |
| meta-llama/Llama-3.1-8B-Instruct<br />([Model card](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct)) | LoRA and full fine-tuning  | [Llama 3.1 Community License Agreement](https://github.com/meta-llama/llama-models/blob/main/models/llama3_1/LICENSE) |
| meta-llama/Llama-3.1-70B<br />([Model card](https://huggingface.co/meta-llama/Llama-3.1-70B))                      | LoRA and full fine-tuning  | [Llama 3.1 Community License Agreement](https://github.com/meta-llama/llama-models/blob/main/models/llama3_1/LICENSE) |
| meta-llama/Llama-3.3-70B-Instruct<br />([Model card](https://huggingface.co/meta-llama/Llama-3.3-70B-Instruct))    | LoRA and full fine-tuning  | [Llama 3.3 Community License Agreement](https://github.com/meta-llama/llama-models/blob/main/models/llama3_3/LICENSE) |

## **Open AI**

| Name                                                                                            | Supported fine-tuning type | License                                                                                                        |
| ----------------------------------------------------------------------------------------------- | -------------------------- | -------------------------------------------------------------------------------------------------------------- |
| unsloth/gpt-oss-20b-BF16<br />([Model card](https://huggingface.co/unsloth/gpt-oss-20b-BF16))   | LoRA and full fine-tuning  | [Apache License 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |
| unsloth/gpt-oss-120b-BF16<br />([Model card](https://huggingface.co/unsloth/gpt-oss-120b-BF16)) | LoRA and full fine-tuning  | [Apache License 2.0](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md) |

## **Qwen**

Nebius Token Factory and the Qwen models hosted in the service are built with Qwen.

| Name                                                                      | Supported fine-tuning type | License                                                                                        |
| ------------------------------------------------------------------------- | -------------------------- | ---------------------------------------------------------------------------------------------- |
| Qwen/Qwen3-14B<br />([Model card](https://huggingface.co/Qwen/Qwen3-14B)) | LoRA and full fine-tuning  | [Apache License 2.0](https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct/blob/main/LICENSE) |
| Qwen/Qwen3-32B<br />([Model card](https://huggingface.co/Qwen/Qwen3-32B)) | LoRA and full fine-tuning  | [Apache License 2.0](https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct/blob/main/LICENSE) |

## **Base LoRA adapter models available for deployment**

You can [deploy serverless LoRA adapter models](https://docs.tokenfactory.nebius.com/fine-tuning/deploy-custom-model) in Nebius Token Factory. To deploy a model, first prepare or fine-tune it by using one of the base models below:

| Name                                                                                                               | Supported fine-tuning type | License                                                                                                               |
| ------------------------------------------------------------------------------------------------------------------ | -------------------------- | --------------------------------------------------------------------------------------------------------------------- |
| meta-llama/Llama-3.1-8B-Instruct<br />([Model card](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct)) | LoRA and full fine-tuning  | [Llama 3.1 Community License Agreement](https://github.com/meta-llama/llama-models/blob/main/models/llama3_1/LICENSE) |
| meta-llama/Llama-3.3-70B-Instruct<br />([Model card](https://huggingface.co/meta-llama/Llama-3.3-70B-Instruct))    | LoRA                       | [Llama 3.3 Community License Agreement](https://github.com/meta-llama/llama-models/blob/main/models/llama3_3/LICENSE) |