Update README.md

README.md

@@ -4,19 +4,29 @@ pipeline_tag: text-generation
 library_name: transformers
 ---
 
-# Kimi Linear: An Expressive, Efficient Attention Architecture
-
-This model is presented in the paper [Kimi Linear: An Expressive, Efficient Attention Architecture](https://huggingface.co/papers/2510.26692).
-The official code can be found at: [https://github.com/MoonshotAI/Kimi-Linear](https://github.com/MoonshotAI/Kimi-Linear)
-
 <div align="center">
-  <a href="https://huggingface.co/papers/2510.26692"><img width="80%" src="https://huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Instruct/resolve/main/figures/banner.png"></a>
+<h3 align="center">
+  <b>
+    <span>━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span>
+    <br/>
+    <img src="figures/logo.png" height="16" width="16" style="display: inline-block; vertical-align: middle; margin: 2px;"> Kimi Linear: An Expressive, Efficient Attention Architecture
+    <br/>
+    <span>━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span>
+    <br/>
+  </b>
+</h3>
 </div>
 
-<div align="center">
-  <a href="https://huggingface.co/papers/2510.26692" ><img src="https://huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Instruct/resolve/main/figures/logo.png" height="16" width="16" style="display: inline-block; vertical-align: middle; margin: 2px;"><b style="display: inline-block;"> Paper</b></a>  |
-  <a href="https://github.com/MoonshotAI/Kimi-Linear"><img src="https://huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Instruct/resolve/main/figures/github.png" height="16" width="16" style="display: inline-block; vertical-align: middle; margin: 2px;"><b style="display: inline-block;"> Code</b></a> |
-  <a href="https://huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Base"><img src="https://huggingface.co/front/assets/huggingface_logo-noborder.svg" height="16" width="16" style="display: inline-block; vertical-align: middle; margin: 2px;"><b style="display: inline-block;"> HuggingFace</b></a>
+<div style="text-align: center;">
+  <a href="https://huggingface.co/papers/2510.26692" style="margin: 0 8px;">
+    <img src="figures/arxiv.png" height="16" width="16" style="display: inline-block; vertical-align: middle; margin: 2px;"><b> Paper</b>
+  </a>
+  <a href="https://github.com/MoonshotAI/Kimi-Linear" style="margin: 0 8px;">
+    <img src="figures/github.png" height="16" width="16" style="display: inline-block; vertical-align: middle; margin: 2px;"><b> Code</b>
+  </a>
+  <a href="https://huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Instruct" style="margin: 0 8px;">
+    <img src="https://huggingface.co/front/assets/huggingface_logo-noborder.svg" height="16" width="16" style="display: inline-block; vertical-align: middle; margin: 2px;"><b> HuggingFace</b>
+  </a>
 </div>
 
 <div align="center">