README.md

---
license: mit
---

# Introduction to TraDo

[Paper](https://arxiv.org/abs/2509.06949) | [Code](https://github.com/Gen-Verse/dLLM-RL)

We introduce **TraDo**, SOTA diffusion language model, trained with **TraceRL**.

* **TraDo-4B-Instruct** and **TraDo-8B-Instruct** outperform similarly sized strong AR models across math reasoning tasks.
* **TraDo-8B-Thinking** is the first Long-CoT diffusion language model.



<p align="center">
  <img src="https://github.com/yinjjiew/Data/raw/main/dllm-rl/figure1.png" width="100%"/>
</p>


<p align="center">
  <img src="https://github.com/yinjjiew/Data/raw/main/dllm-rl/maintable.png" width="100%"/>
</p>




# Citation

```
@article{wang2025trado,
  title={Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models},
  author={Wang, Yinjie and Yang, Ling and Li, Bowen and Tian, Ye and Shen, Ke and Wang, Mengdi},
  journal={arXiv preprint arXiv:2509.06949},
  year={2025}
}
```