README

README.md

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 <div align="center">
     <a href="https://huggingface.co/spaces/teowu/Q-Instruct-on-mPLUG-Owl-2"><img src="https://huggingface.co/datasets/huggingface/badges/raw/main/open-in-hf-spaces-sm-dark.svg" alt="Open in Spaces"></a>
-<a href="https://q-future.github.io/Q-Instruct/fig/Q_Instruct_v0_1_preview.pdf"><img src="https://img.shields.io/badge/Technical-Report-red"></a>
-    <a href="https://huggingface.co/datasets/teowu/Q-Instruct"><img src="https://img.shields.io/badge/Dataset-Release-green"></a>
+<a href="https://arxiv.org/abs/2311.06783"><img src="https://img.shields.io/badge/Arxiv-2311:06783-red"></a>
+    <a href="https://huggingface.co/datasets/teowu/Q-Instruct"><img src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Dataset-green"></a>
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     <a href='https://github.com/Q-Future/Q-Instruct/stargazers'><img src='https://img.shields.io/github/stars/Q-Future/Q-Instruct.svg?style=social'></a>
-    <a href="https://twitter.com/HaoningTimothy"><img style="width:2%" src="https://about.twitter.com/content/dam/about-twitter/x/brand-toolkit/logo-black.png.twimg.1920.png"></a>
 </div>
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   <h1>Q-Instruct: Improving Low-level Visual Abilities for Multi-modality Foundation Models</h1>
 
 
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 <sup>*</sup>Equal contribution. <sup>#</sup>Corresponding author. 
    </div>
 <div>
-   <a href="https://huggingface.co/datasets/teowu/Q-Instruct"><strong>Dataset</strong></a> | <a href="https://github.com/Q-Future/Q-Instruct/tree/main/model_zoo"><strong>Model Zoo</strong></a> |  <a href="https://github.com/Q-Future/Q-Instruct/tree/main/fig/Q_Instruct_v0_1_preview.pdf"><strong>Paper (Preview)</strong></a> | <a href="https://huggingface.co/spaces/teowu/Q-Instruct-on-mPLUG-Owl-2"><strong>Demo (Huggingface)</strong></a>
+   <a href="https://HuggingFace.co/datasets/teowu/Q-Instruct"><strong>Dataset</strong></a> | <a href="https://github.com/Q-Future/Q-Instruct/tree/main/model_zoo"><strong>Model Zoo</strong></a> |  <a href="https://github.com/Q-Future/Q-Instruct/tree/main/fig/Q_Instruct_v0_1_preview.pdf"><strong>Paper (Preview)</strong></a> | <a href="https://huggingface.co/spaces/teowu/Q-Instruct-on-mPLUG-Owl-2"><strong>Demo (Hugging Face)</strong></a>
    </div>   
 
 
@@ -58,9 +56,9 @@ See [local demos](local_demos) for instructions. (*Now support `mplug_owl-2` onl
 
 ## Quick Start
 
-If your server is facing a poor connection to Huggingface, we provide an alternative way to [Download Weights from ModelScope](model_zoo/#modelscope). Click in to see details.
+If your server is facing a poor connection to Hugging Face, we provide an alternative way to [Download Weights from ModelScope](model_zoo/#modelscope). Click in to see details.
 
-对于中国大陆地区的使用者，若您的服务器连接huggingface存在一些困难，我们亦提供通过*魔搭*下载权重的方式。敬请点击参阅[指南](model_zoo/#modelscope)。
+对于中国大陆地区的使用者，若您的服务器连接Hugging Face存在一些困难，我们亦提供通过*魔搭*下载权重的方式。敬请点击参阅[指南](model_zoo/#modelscope)。