Fix links in readme

[yanxi-chen]

Description

As the title says.

Checklist

Please check the following items before code is ready to be reviewed.

• Code has passed all tests
• Docstrings have been added/updated in Google Style
• Documentation has been updated
• Code is ready for review

[gemini-code-assist]

Summary of Changes

Hello @yanxi-chen, I'm Gemini Code Assist¹! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request focuses on improving the accuracy and consistency of documentation links across the repository. It updates various internal and external links within the README.md, README_zh.md, and docs/sphinx_doc/source/main.md files to ensure they point to the correct locations and use the appropriate file extensions, thereby enhancing the navigability and reliability of the project's documentation.

Highlights

• Documentation Link Corrections: Corrected file extensions for several internal documentation links from .html to .md in both English and Chinese README files, ensuring direct access to Markdown source files.
• Path Adjustments in Sphinx Docs: Updated relative paths in the main Sphinx documentation file (docs/sphinx_doc/source/main.md) to use root-relative paths for internal tutorials and an absolute GitHub URL for the benchmark tool, improving link robustness.

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[gemini-code-assist]

Code Review

This pull request fixes several broken or incorrect links in the README.md, README_zh.md, and docs/sphinx_doc/source/main.md files. The changes correctly update file extensions from .html to .md and adjust paths to be correct relative to their location. The changes are good and improve the documentation. I've added a couple of suggestions for docs/sphinx_doc/source/main.md to use Sphinx's {ref} role for cross-referencing, which would improve consistency with other parts of the documentation.