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README_v2.md

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       </ul>
     </li>
     <li><a href="#todo">TODO List</a></li>
-    <li><a href="#known-issue">Known Issue</a></li>
+    <li><a href="#known-issues">Known Issues</a></li>
     <li><a href="#faq">FAQ</a></li>
     <li><a href="#all-thanks-to-our-contributors">Contributors</a></li>
     <li><a href="#license-information">License Information</a></li>
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   </ol>
 </details>
 
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 # MinerU
 ## Project Introduction
 MinerU is a tool that converts PDFs into machine-readable formats (e.g., markdown, JSON), allowing for easy extraction into any format.
@@ -100,7 +101,7 @@ If the parsing results are not as expected, refer to the <a href="#known-issues"
 There are three different ways to experience MinerU:
 - [Online Demo (No Installation Required)](#online-demo)
 - [Quick CPU Demo (Windows, Linux, Mac)](#quick-cpu-demo)
-- [Linux/Windows + CUDA](#Using GPU)
+- [Linux/Windows + CUDA](#Using-GPU)
 
 **⚠️ Pre-installation Notice—Hardware and Software Environment Support**