diff --git a/tutorials/README.md b/tutorials/README.md
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-
-
-## Document Search Examples
-
-
-PageIndex currently enables reasoning-based RAG within a single document by default.
-For users who need to search across multiple documents, we provide three best-practice workflows for different scenarios below.
-
-* [**Search by Metadata**:](doc-search/metadata.md) for documents that can be distinguished by metadata.
-* [**Search by Semantics**:](doc-search/semantics.md) for documents with different semantic content or cover diverse topics.
-* [**Search by Description**:](doc-search/description.md) a lightweight strategy for a small number of documents.
-
-## 💬 Support
-
-* 🤝 [Join our Discord](https://discord.gg/VuXuf29EUj)
-* 📨 [Contact Us](https://ii2abc2jejf.typeform.com/to/meB40zV0)
\ No newline at end of file
diff --git a/tutorials/doc-search/README.md b/tutorials/doc-search/README.md
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--- a/tutorials/doc-search/README.md
+++ b/tutorials/doc-search/README.md
@@ -6,9 +6,9 @@
 PageIndex currently enables reasoning-based RAG within a single document by default.
 For users who need to search across multiple documents, we provide three best-practice workflows for different scenarios below.
 
-* [**Search by Metadata**:](doc-search/metadata) for documents that can be distinguished by metadata.
-* [**Search by Semantics**:](doc-search/semantics) for documents with different semantic content or cover diverse topics.
-* [**Search by Description**:](doc-search/description) a lightweight strategy for a small number of documents.
+* [**Search by Metadata**:](dmetadata.md) for documents that can be distinguished by metadata.
+* [**Search by Semantics**:](semantics.md) for documents with different semantic content or cover diverse topics.
+* [**Search by Description**:](description.md) a lightweight strategy for a small number of documents.
 
 
 ## 💬 Support