Create README.md
Browse files
README.md
ADDED
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
base_model:
|
3 |
+
- Qwen/Qwen2.5-VL-7B-Instruct
|
4 |
+
language:
|
5 |
+
- en
|
6 |
+
license: apache-2.0
|
7 |
+
pipeline_tag: image-text-to-text
|
8 |
+
tags:
|
9 |
+
- transformers
|
10 |
+
- multimodal
|
11 |
+
library_name: transformers
|
12 |
+
---
|
13 |
+
|
14 |
+
## Model Overview
|
15 |
+
|
16 |
+
We present **Visual Game Learning (ViGaL)**, a novel post-training paradigm where multimodal large language models (MLLMs) develop out-of-domain generalization of multimodal reasoning through playing arcade-like games.
|
17 |
+
|
18 |
+
**ViGaL-7B** demonstrates that training a 7B-parameter MLLM via reinforcement learning on simple arcade-like games like Snake significantly enhances its downstream performance on multimodal math benchmarks like MathVista, and on multi-discipline questions like MMMU, **without seeing any worked solutions, equations, or diagrams during RL**, suggesting the capture of transferable reasoning skills.
|
19 |
+
|
20 |
+
## Resources
|
21 |
+
|
22 |
+
For details of our approach and performance comparison, please see our [paper](https://arxiv.org/abs/2506.08011).
|
23 |
+
|
24 |
+
For details of training and evaluation, please see our [code repo](https://github.com/yunfeixie233/ViGaL).
|
25 |
+
|
26 |
+
| [**๐ Project Page**](https://yunfeixie233.github.io/ViGaL/) | [**๐ Paper**](https://arxiv.org/abs/2506.08011) | [**๐ GitHub**](https://github.com/yunfeixie233/ViGaL) | **๐ค Training Data** (Coming Soon) |
|
27 |
+
|
28 |
+
|
29 |
+
## Citation
|
30 |
+
|
31 |
+
If you feel this model useful, please give us a free cite:
|
32 |
+
```bibtex
|
33 |
+
@article{xie2025play,
|
34 |
+
title = {Play to Generalize: Learning to Reason Through Game Play},
|
35 |
+
author = {Xie, Yunfei and Ma, Yinsong and Lan, Shiyi and Yuille, Alan and Xiao, Junfei and Wei, Chen},
|
36 |
+
journal = {arXiv preprint arXiv:2506.08011},
|
37 |
+
year = {2025},
|
38 |
+
}
|
39 |
+
```
|