README.md

---
license: mit
datasets:
- OpenResearcher/OpenResearcher-Dataset
base_model:
- nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-Base-BF16
library_name: transformers
---
<div style="display: flex; align-items: center; justify-content: center; gap: 8px;">
  <img src="imgs/or-logo1.png" style="height: 84px; width: auto;">
  <img src="imgs/openresearcher-title.svg" style="height: 84px; width: auto;">
</div>


<div align="center">
  <a href="https://arxiv.org/abs/2603.20278"><img src="https://img.shields.io/badge/arXiv-B31B1B?style=for-the-badge&logo=arXiv&logoColor=white" alt="Blog"></a>
  <a href="https://huggingface.co/papers/2603.20278"><img src="https://img.shields.io/badge/Paper-FFD966?style=for-the-badge&logo=huggingface&logoColor=ffffff" alt="Model"></a>
  <!-- <a href="https://huggingface.co/papers/2603.20278"><img src="https://img.shields.io/badge/arXiv-B31B1B?style=for-the-badge&logo=arXiv&logoColor=white" alt="Blog"></a> -->
  <a href="https://x.com/zhuofengli96475/status/2036475211063648414"><img src="https://img.shields.io/badge/Twitter-000000?style=for-the-badge&logo=X&logoColor=white" alt="Blog"></a>
  <!-- <a href="https://boiled-honeycup-4c7.notion.site/OpenResearcher-A-Fully-Open-Pipeline-for-Long-Horizon-Deep-Research-Trajectory-Synthesis-2f7e290627b5800cb3a0cd7e8d6ec0ea?source=copy_link"><img src="https://img.shields.io/badge/Blog-4285F4?style=for-the-badge&logo=google-chrome&logoColor=white" alt="Blog"></a> -->
    <a href="https://github.com/TIGER-AI-Lab/OpenResearcher"><img src="https://img.shields.io/badge/Github-181717?style=for-the-badge&logo=github&logoColor=white" alt="Blog"></a>
  <a href="https://huggingface.co/datasets/OpenResearcher/OpenResearcher-Dataset"><img src="https://img.shields.io/badge/Dataset-FFB7B2?style=for-the-badge&logo=huggingface&logoColor=ffffff" alt="Dataset"></a>
  <a href="https://huggingface.co/OpenResearcher/Nemotron-3-Nano-30B-A3B"><img src="https://img.shields.io/badge/Model-FFD966?style=for-the-badge&logo=huggingface&logoColor=ffffff" alt="Model"></a>
  <a href="https://huggingface.co/spaces/OpenResearcher/OpenResearcher"><img src="https://img.shields.io/badge/Demo-F97316.svg?style=for-the-badge&logo=gradio&logoColor=white" alt="Demo"></a>
  <!-- <a href="https://wandb.ai/dongfu/nano-v3-sft-search"><img src="https://img.shields.io/badge/WandB%20Logs-48B5A3?style=for-the-badge&logo=weightsandbiases&logoColor=white" alt="WandB Logs"></a> -->
  <a href="https://huggingface.co/datasets/OpenResearcher/OpenResearcher-Eval-Logs/tree/main"><img src="https://img.shields.io/badge/Eval%20Logs-755BB4?style=for-the-badge&logo=google-sheets&logoColor=white" alt="Eval Logs"></a> 
</div>
</div>

<div align="center" style="padding: 10px 0 -4px; display: flex; align-items: center; justify-content: center; gap: 16px;">
  <div style="width: 60px; height: 2px; background: linear-gradient(90deg, transparent, #E24B4A);"></div>
  <span style="font-size: 22px; font-weight: 600; color: #E24B4A;">Adopted by NVIDIA's Nemotron family of models!</span>
  <div style="width: 60px; height: 2px; background: linear-gradient(90deg, #E24B4A, transparent);"></div>
</div>

<p align="center">
  🤗 <a href="https://huggingface.co/collections/TIGER-Lab/openresearcher" target="_blank">HuggingFace</a> ｜ <img src="imgs/slack.png" width="14px" style="display:inline;"> <a href="https://join.slack.com/t/openresearcher/shared_invite/zt-3p0r32cky-PqtZkVjjWIAI14~XwcRMfQ" target="_blank">Slack</a> | <img src="imgs/wechat.svg" width="14px" style="display:inline;"> <a href="https://github.com/TIGER-AI-Lab/OpenResearcher/blob/main/assets/imgs/wechat_group.jpg" target="_blank">WeChat</a> 

</p>

## OpenResearcher-30B-A3B Overview
OpenResearcher-30B-A3B  is an agentic large language model designed for long-horizon deep research  fine-tuned from [NVIDIA-Nemotron-3-Nano-30B-A3B-Base-BF16](https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-Base-BF16) on 96K [OpenResearcher dataset](https://huggingface.co/datasets/OpenResearcher/OpenResearcher-Dataset) with **100+** turns. The dataset is derived by distilling GPT-OSS-120B with [native browser tools](https://docs.vllm.ai/projects/recipes/en/latest/OpenAI/GPT-OSS.html#usage:~:text=Limitation%20section%20below.-,Tool%20Use,-%C2%B6). More info can be found on the dataset card at [OpenResearcher dataset](https://huggingface.co/datasets/OpenResearcher/OpenResearcher-Dataset).

The model achieves an impressive **54.8%** accuracy on [BrowseComp-Plus](https://huggingface.co/spaces/Tevatron/BrowseComp-Plus), surpassing performance of `GPT-4.1`, `Claude-Opus-4`, `Gemini-2.5-Pro`, `DeepSeek-R1` and `Tongyi-DeepResearch`.
<div align="center">
  <img src="imgs/teaser.png" alt="OpenResearcher Teaser" width="100%" style="max-width: 850px; border-radius: 8px; box-shadow: 0 4px 10px rgba(0,0,0,0.1);">
</div>

## Deep Research Benchmark Results

<div align="center">
  <img src="https://raw.githubusercontent.com/TIGER-AI-Lab/OpenResearcher/main/assets/imgs/main_table.png" alt="Deep Research Benchmark Results" width="100%">
</div>

## Evaluate OpenResearcher-30B-A3B
We evaluate OpenResearcher-30B-A3B across a range of deep research benchmarks, including BrowseComp-Plus, BrowseComp, GAIA, xbench-DeepSearch. Please find more details in [GitHub](https://github.com/TIGER-AI-Lab/OpenResearcher?tab=readme-ov-file#-benchmark-openresearcher).


## Quick Start

We provide a [quick-start](https://github.com/TIGER-AI-Lab/OpenResearcher?tab=readme-ov-file#-quick-start) in GitHub that demonstrates how to use `OpenResearcher-30B-A3B` for deep research.

## Core Contributors

<table>
<tr>
    <td align="center">
        <a href="https://zhuofeng-li.github.io/">
            <img src="https://github.com/Zhuofeng-Li.png" width="75px;" alt="Zhuofeng Li"/>
            <br />
            <sub><b>Zhuofeng Li</b></sub>
        </a>
    </td>
        <td align="center">
        <a href="https://github.com/jdf-prog">
            <img src="https://github.com/jdf-prog.png" width="75px;" alt="Dongfu Jiang"/>
            <br />
            <sub><b>Dongfu Jiang</b></sub>
        </a>
    </td>
    </td>
        <td align="center">
        <a href="https://mxueguang.github.io/">
            <img src="https://mxueguang.github.io/images/profile.jpg" width="75px;" alt="Xueguang"/>
            <br />
            <sub><b>Xueguang Ma</b></sub>
        </a>
    </td>
    <td align="center">
        <a href="https://isaacghx.github.io/about/">
            <img src="https://github.com/IsaacGHX.png" width="75px;" alt="Haoxiang Zhang"/>
            <br />
            <sub><b>Haoxiang Zhang</b></sub>
        </a>
    </td>
    <td align="center">
        <a href="https://github.com/erenup">
            <img src="https://github.com/erenup.png" width="75px;" alt="Ping Nie"/>
            <br />
            <sub><b>Ping Nie</b></sub>
        </a>
    </td>
</tr>
</table>

## Advisors

<table>
<tr>
      <td align="center">
        <a href="https://github.com/wenhuchen">
            <img src="https://github.com/wenhuchen.png" width="75px;" alt="Wenhu Chen"/>
            <br />
            <sub><b>Wenhu Chen</b></sub>
        </a>
    </td>
    <td align="center">
        <a href="https://yuzhimanhua.github.io/">
            <img src="https://yuzhimanhua.github.io/profile_pic.jpg" width="75px;" alt="Yu Zhang"/>
            <br />
            <sub><b>Yu Zhang</b></sub>
        </a>
    </td>
</tr>
</table>

## Acknowledgements
<div align="center">
  <img src="https://raw.githubusercontent.com/TIGER-AI-Lab/OpenResearcher/main/assets/imgs/ack.png" alt="Deep Research Benchmark Results" width="100%">
</div>

## Citation 
```bibtex
@article{li2026openresearcher,
  title={{OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep Research Trajectory Synthesis}},
  author={Li, Zhuofeng and Jiang, Dongfu and Ma, Xueguang and Zhang, Haoxiang and Nie, Ping and Zhang, Yuyu and Zou, Kai and Xie, Jianwen and Zhang, Yu and Chen, Wenhu},
  journal={arXiv preprint arXiv:2603.20278},
  year={2026}
}
```