Fix: Modify docs of DPA models

[QuantumMisaka]

Modify docs of DPA models, especially for DPA-1 website

Summary by CodeRabbit

• Documentation
  • Updated DPA-2 model documentation for improved clarity and accessibility.
  • Changed references in the "se_atten" descriptor documentation to link to a formal publication on Nature.
  • Revised citations in the fine-tuning documentation to point to the DPA-1 paper on Nature, enhancing the credibility of sources.

[coderabbitai]

📝 Walkthrough

Walkthrough

This pull request involves updating documentation references for the DPA-2 and DPA-1 models across multiple markdown files. The primary changes include replacing arXiv paper links with more recent Nature publication links. These updates are focused on improving citation accuracy and readability, particularly for the DPA-2 and DPA-1 model documentation. No substantive changes to the technical content or structure of the documents were made.

Changes

File	Change Summary
doc/model/dpa2.md	Reformatted paper URL from plain text to markdown link for DPA-2 paper
doc/model/train-se-atten.md	Updated DPA-1 paper references from arXiv to Nature publication links
doc/train/finetuning.md	Updated DPA-1 paper references from arXiv to Nature publication links

Possibly related PRs

• docs: add document equations for se_atten_v2 #3828: Documentation updates for se_atten descriptor
• docs: improve se_atten documentation #3832: Additional updates to train-se-atten.md documentation
• docs: update DeepModeling URLs #4119: General documentation URL updates
• docs(pt): examples for new dpa2 model #4138: Introduction of DPA-2 model examples
• docs: document the floating-point precision of the model #4240: Floating-point precision documentation enhancements
• docs: set precision explicitly in the DPA-2 example #4372: Precision setting for DPA-2 example
• docs: update DPA-2 citation #4483: Citation update for DPA-2 model

Suggested labels

Docs

Suggested reviewers

• njzjz
• wanghan-iapcm

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📜 Recent review details

Configuration used: CodeRabbit UI
Review profile: CHILL
Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 3cecca4 and 214bd9b.

📒 Files selected for processing (3)

• doc/model/dpa2.md (1 hunks)
• doc/model/train-se-atten.md (2 hunks)
• doc/train/finetuning.md (2 hunks)

✅ Files skipped from review due to trivial changes (3)

• doc/train/finetuning.md
• doc/model/dpa2.md
• doc/model/train-se-atten.md

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[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 84.59%. Comparing base (3cecca4) to head (214bd9b).
Report is 3 commits behind head on devel.

Additional details and impacted files

@@           Coverage Diff           @@
##            devel    #4510   +/-   ##
=======================================
  Coverage   84.59%   84.59%           
=======================================
  Files         675      675           
  Lines       63575    63574    -1     
  Branches     3486     3487    +1     
=======================================
  Hits        53779    53779           
+ Misses       8671     8670    -1     
  Partials     1125     1125           

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