Update index.html

Author: xhuang31

RAG/index.html

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         <div style="display: flex; align-items: center; flex-direction: column; margin-bottom: 1em;">
                 <img src="img/RAG_pipeline.png" class="img-fluid" style="width: 90%;"/>
-            <p><a href="https://github.com/DEEP-PolyU/Awesome-GraphRAG" class="btn btn-primary">Read our survey for more details.</a></p>
         </div>
 
         <div class="content-section" id="leaderboard">
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     </div>
 </div>
 
+<div class="view-details-button" style="text-align: center; margin-top: 20px;">
+<a href="https://huggingface.co/datasets/Awesome-GraphRAG/GraphRAG-Bench" class="btn btn-primary">Download GraphRAG-Bench (Education) now!</a>
+</div>
 
 <div class="leaderboard-notes">
     <p>
-        GraphRAG-Bench contains 1,018 college-level question spans 16 CS disciplines, e.g., computer vision, computer networks, human-computer interaction, AI ethics, etc., featuring the ability of conceptual understanding, e.g., "Given [theorem] A and B, prove [conclusion] C", complex algorithmic programming, e.g., coding with interlinked function calls, and mathematical computation, e.g., "Given [Input], [Conv1], [MaxPool], [FC], calculate the output volume dimensions."<br>
+        GraphRAG-Bench contains 1,018 college-level question spans 16 CS disciplines, e.g., computer vision, computer networks, human-computer interaction, AI ethics, etc., featuring the ability of conceptual understanding, e.g., "Given [theorem] A and B, prove [conclusion] C", complex algorithmic programming, e.g., coding with interlinked function calls, and mathematical computation, e.g., "Given [Input], [Conv1], [MaxPool], [FC], calculate the output volume dimensions."
         GraphRAG-Bench contains five types of diverse questions to thoroughly evaluate different aspects of reasoning, including true-or-false (TF), multiple-choice (MC), multi-select (MS), fill-in-blank (FB), and open-ended (OE).<br>
-        Download <a href="https://huggingface.co/datasets/Awesome-GraphRAG/GraphRAG-Bench" >GraphRAG_Education dataset<a> now!
+        Read our <a href="https://arxiv.org/pdf/2506.02404">paper</a> for more details.
     </p>
 </div>
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-            <div class="view-details-button" style="text-align: center; margin-top: 20px;">
-                <a href="https://arxiv.org/pdf/2506.02404" class="btn btn-primary">Analyze Results in Detail</a>
-            </div>
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         </div>
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