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---
license: apache-2.0
language:
- en
- zh
pipeline_tag: image-text-to-text
tags:
- multimodal
library_name: transformers
We evaluated **[XinYuan-VL-2B](https://huggingface.co/thomas-yanxin/XinYuan-VL-2B)** using the [VLMEvalKit](https://github.com/open-compass/VLMEvalKit) toolkit across the following benchmarks and found that **XinYuan-VL-2B** **outperformed** [Qwen/Qwen2-VL-2B-Instruct](https://huggingface.co/Qwen/Qwen2-VL-2B-Instruct) released by Alibaba Cloud, as well as other models of comparable parameter scale that have significant influence in the open-source community.
| Benchamrk | MiniCPM-2B | InternVL-2B | Qwen2-VL-2B | **XinYuan-VL-2B** |
| :---: | :---: | :---: | :---: | :---: |
| MMB-CN-V11-Test | 64.5 | 68.9 | 71.2 | **74.3** |
| MMB-EN-V11-Test | 65.8 | 70.2 | 73.2 | **76.5** |
| MMB-EN | 69.1 | 74.4 | 74.3 | **78.9** |
| MMB-CN | 66.5 | 71.2 | 73.8 | **76.12** |
| CCBench | 45.3 | 74.7 | 53.7 | 55.5 |
| MMT-Bench | 53.5 | 50.8 | 54.5 | **55.2** |
| RealWorld | 55.8 | 57.3 | 62.9 | **63.9** |
| SEEDBench\_IMG | 67.1 | 70.9 | 72.86 | **73.4** |
| AI2D | 56.3 | 74.1 | **74.7** | 74.2 |
| MMMU | 38.2 | 36.3 | **41.1** | 40.9 |
| HallusionBench | 36.2 | 36.2 | 42.4 | **55.00** |
| POPE | 86.3 | 86.3 | 86.82 | **89.42** |
| MME | 1808.6 | **1876.8** | 1872.0 | 1854.9 |
| MMStar | 39.1 | 49.8 | 47.5 | **51.87** |
| SEEDBench2\_Plus | 51.9 | 59.9 | 62.23 | **62.98** |
| BLINK | 41.2 | 42.8 | **43.92** | 42.98 |
| OCRBench | 605 | 781 | **794** | 782 |
| TextVQA | 74.1 | 73.4 | **79.7** | 77.6 | |