README.md

---
license: apache-2.0
pipeline_tag: feature-extraction
library_name: transformers
---

# RIME-2B

**RIME** (**R**ewrite-dr**I**ven **M**ultimodal **E**mbedding) model based on Qwen2-VL-2B-Instruct.

The model was introduced in the paper [Beyond Chain-of-Thought: Rewrite as a Universal Interface for Generative Multimodal Embeddings](https://huggingface.co/papers/2604.22280).

## Model Description

RIME jointly optimizes generation and embedding through a retrieval-friendly rewrite paradigm, producing both discriminative and generative multimodal embeddings for text, images, videos, and visual documents.

## Usage

See the [RIME repository](https://github.com/PeppaWu/RIME) for inference and evaluation examples.

## Citation

```bibtex
@article{wu2026beyond,
  title={Beyond Chain-of-Thought: Rewrite as a Universal Interface for Generative Multimodal Embeddings},
  author={Wu, Peixi and Mei, Ke and Ma, Feipeng and Chai, Bosong and Lan, Zhibin and Zhao, Chenxi and Yan, Shannan and Chen, Jie and Hu, Zhangchi and Peng, Yansong and others},
  journal={arXiv preprint arXiv:2604.22280},
  year={2026}
}
```