Update README.md

README.md

@@ -1,24 +1,27 @@
 ---
 license: apache-2.0
+language:
+- en
+base_model:
+- Qwen/Qwen2.5-VL-7B-Instruct
 ---
 
 <div align="center">
 
-<h1> R1-Router: Learning to Route Queries across Knowledge Bases for Step-wise Retrieval-Augmented Reasoning </h1>
+<h1> MoRE: Mixture-of-Retrieval Experts for Reasoning-Guided Multimodal Knowledge Exploitation </h1>
 
 
 <h5 align="center"> 
 
 <a href='https://arxiv.org/abs/2505.22095'><img src='https://img.shields.io/badge/Paper-Arxiv-red'></a>
-<a href='https://huggingface.co/hmhm1229/R1-Router'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Models-blue'>
-<a href='https://huggingface.co/hmhm1229/R1-Router-3B'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Models-blue'>
+<a href='https://huggingface.co/hmhm1229/MoRE'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Models-blue'>
+<a href='https://huggingface.co/hmhm1229/MoRE-3B'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Models-blue'>
 
 Chunyi Peng<sup>1,3</sup>,
 Zhipeng Xu<sup>1</sup>,
 Zhenghao Liu<sup>1</sup>,
 Yishan Li<sup>3</sup>,
 Yukun Yan<sup>2</sup>,
-Zhiyuan Liu<sup>2</sup>,
 Yu Gu<sup>1</sup>
 Minghe Yu<sup>1</sup>
 Ge Yu<sup>1</sup>
@@ -31,7 +34,8 @@ Maosong Sun<sup>2</sup>
 </div>
 
 ## News
-8.22 We upload [R1-Router-3B](https://huggingface.co/hmhm1229/R1-Router-3B).
+2026.04.08 Our work is accepted by SIGIR 2026!
+8.22 We upload [MoRE-3B](https://huggingface.co/hmhm1229/MoRE-3B).
 
 ## Environment
 For training, answer generation, and evaluation processes:
@@ -80,7 +84,7 @@ First, we need to synthesis the data step by step:
 bash src/data_synthesis/data_synthesis.sh
 ```
 ### Step-GRPO Training
-Our training framework is based on [EasyR1](https://github.com/hiyouga/EasyR1), only you need to do is to download it and replace some files with the files in `./Easy-R1`.
+Our training framework is based on [EasyR1](https://github.com/hiyouga/EasyR1). All you need to do is download it and replace some files with the files in `./Easy-R1`.
 Then start training with the command:
 ```bash
 conda activate router
@@ -106,7 +110,7 @@ Our work is built on the following codebases, and we are deeply grateful for the
 - [OmniSearch](https://github.com/Alibaba-NLP/OmniSearch)
 
 ## Citation
-We appreciate your citations if you find our paper related and useful to your research!
+We appreciate your citations if you find our paper relevant and useful to your research!
 ```
 @article{peng2025r1,
   title={Learning to Route Queries across Knowledge Bases for Step-wise Retrieval-Augmented Reasoning},
@@ -117,8 +121,7 @@ We appreciate your citations if you find our paper related and useful to your re
 ```
 
 ## Contact Us
-If you have questions, suggestions, and bug reports, please email us, we will try our best to help you.
+If you have questions, suggestions, or bug reports, please email us. We will try our best to help you.
 ```
 hm.cypeng@gmail.com
-```
-
+```