[Misc] Use collapsible blocks for benchmark examples.

[reidliu41]

Essential Elements of an Effective PR Description Checklist

• The purpose of the PR, such as "Fix some issue (link existing issues this PR will resolve)".
• The test plan, such as providing test command.
• The test results, such as pasting the results comparison before and after, or e2e results
• (Optional) The necessary documentation update, such as updating supported_models.md and examples for a new model.

Purpose

For #19893 (review)

Test Plan

Test Result

(Optional) Documentation Update

[github-actions]

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[gemini-code-assist]

Summary of Changes

Hello @reidliu41, 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 user experience and organization of the benchmark documentation. By implementing collapsible sections for various benchmark examples, the PR makes the benchmarks/README.md file more concise and easier to digest, allowing users to quickly access the specific information they need without excessive scrolling.

Highlights

• Documentation Enhancement: Converted extensive benchmark example sections within benchmarks/README.md into interactive, collapsible blocks using native HTML <details> and <summary> tags. This significantly improves the readability and navigability of the documentation.
• Readability and Formatting: Restructured various sub-headings within the benchmark examples from Markdown headings (## or ###) to bold text (**) to integrate them seamlessly into the collapsible summaries and their content, maintaining a clean and consistent visual hierarchy.
• User Experience: Added relevant emojis (e.g., 🚀, 📈, 🛠️) to the summary titles of the main collapsible sections, providing quick visual cues for users to identify and navigate to specific benchmark examples.

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[gemini-code-assist]

Code Review

The changes in this pull request involve updating the benchmarks README to use collapsible blocks for benchmark examples, enhancing the document's structure and readability.

[reidliu41]

hi @ywang96 could you please take a look?

[yewentao256]

Looks good to me

[reidliu41]

hi team, can you help to take a look?

[reidliu41]

@DarkLight1337 can you help to take a look this?