diff --git a/README.md b/README.md
index 1211c66..d21c994 100644
--- a/README.md
+++ b/README.md
@@ -121,9 +121,8 @@ python3 run_pageindex.py --pdf_path /path/to/your/document.pdf
```
-Optional parameters
+Optional parameters
-
You can customize the processing with additional optional arguments:
```
@@ -138,7 +137,7 @@ You can customize the processing with additional optional arguments:
-Markdown support
+Markdown support
We also provide a markdown support for PageIndex. You can use the `-md` flag to generate a tree structure for a markdown file.
@@ -147,7 +146,6 @@ python3 run_pageindex.py --md_path /path/to/your/document.md
```
> Notice: in this function, we use "#" to determine node heading and their levels. For example, "##" is level 2, "###" is level 3, etc. Make sure your markdown file is formatted correctly. If your Markdown file was converted from a PDF or HTML, we donβt recommend using this function, since most existing conversion tools cannot preserve the original hierarchy. Instead, use our [PageIndex OCR](https://pageindex.ai/blog/ocr), which is designed to preserve the original hierarchy, to convert the PDF to a markdown file and then use this function.
-
---
@@ -185,11 +183,9 @@ PageIndex's hierarchical indexing enabled precise navigation and extraction of r
# π Learn More about PageIndex
-See the [Tutorials](https://docs.pageindex.ai/doc-search) for step-by-step guides, including Document Search and Tree Search.
-
-Check out the [Cookbook](https://docs.pageindex.ai/cookbook/vectorless-rag-pageindex) for practical recipes and advanced use cases.
-
-Refer to the [API Documentation](https://docs.pageindex.ai/quickstart) for integration details and options.
+- π Explore our [Tutorials](https://docs.pageindex.ai/doc-search) for step-by-step guides and practical strategies, including *Document Search* and *Tree Search*.
+- π§ͺ Browse the [Cookbook](https://docs.pageindex.ai/cookbook/vectorless-rag-pageindex) for practical recipes and advanced use cases.
+- βοΈ Refer to the [API Documentation](https://docs.pageindex.ai/quickstart) for integration details and configuration options.
# β Support Us